{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5d8459ca-6c88-4a16-8c94-780a14319667",
   "metadata": {},
   "source": [
    "<font face= 'Comic Sans MS' size= 6 color= '#C2C4E2'>Stock Time Series Forecasting | GRU</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e650f06c-9d7a-4702-988b-e73ea14a6efa",
   "metadata": {},
   "source": [
    "<font face= 'Comic Sans MS' size= 3 color= '#D8BFD8'>Time Series data is a series of data points indexed in time order. Time series data is everywhere, so manipulating them is important for any data analyst or data scientist.\n",
    "\n",
    "<font face= 'Comic Sans MS' size= 3 color= '#D8BFD8'>In this notebook, we will discover and explore data from the stock market, particularly technology stocks, such as Apple. We will learn how to use Pandas to get stock information, and visualize different aspects of it using Seaborn and Matplotlib. we will look at a few ways of analyzing the risk of a stock, based on its previous performance history. We will also be predicting future stock prices through a GRU method!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e70d78c1-d153-4b0f-83cf-5110257f7442",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.model_selection import TimeSeriesSplit\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "from torch.utils.data import DataLoader, TensorDataset\n",
    "from torchinfo import summary\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "741bb491-35bb-4816-90f2-4249c748b12c",
   "metadata": {},
   "source": [
    "# <font face= 'Comic Sans MS' size= 6 color= '#C2C4E2'>Financial time series data</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "955f6b17-4ef7-4ca4-8018-ddae47c3a968",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#C2C4E2'>Data preprocessing</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3301f01a-4fb8-4c38-96f2-5d0b2d9ff2db",
   "metadata": {},
   "source": [
    "<font face= 'Comic Sans MS' size= 3 color= 'orange'>**pandas.to_datetime**</font> <font face= 'Comic Sans MS' size= 3 color= '#D8BFD8'>function converts a scalar, array-like, Series or DataFrame/dict-like to a pandas datetime object.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c20ca98f-3b2f-45ba-8931-8b6c4fc8886e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.float64'> <class 'str'>\n",
      "<class 'numpy.float64'> <class 'pandas._libs.tslibs.timestamps.Timestamp'>\n",
      "(755, 6)\n"
     ]
    }
   ],
   "source": [
    "AAPL = pd.read_csv('AAPL.csv')\n",
    "print(type(AAPL['Close'].iloc[0]),type(AAPL['Date'].iloc[0]))\n",
    "# Let's convert the data type of timestamp column to datatime format\n",
    "AAPL['Date'] = pd.to_datetime(AAPL['Date'])\n",
    "print(type(AAPL['Close'].iloc[0]),type(AAPL['Date'].iloc[0]))\n",
    "\n",
    "# Selecting subset\n",
    "cond_1 = AAPL['Date'] >= '2021-04-23 00:00:00'\n",
    "cond_2 = AAPL['Date'] <= '2024-04-23 00:00:00'\n",
    "AAPL = AAPL[cond_1 & cond_2].set_index('Date')\n",
    "print(AAPL.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a1ee0b3-5cbe-465e-ba42-19b7556d0a6a",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#C2C4E2'>Data visualisation</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28a5a957-3c12-4f5e-89a3-98c3082b2c07",
   "metadata": {},
   "source": [
    "### <font face= 'Comic Sans MS' size= 4 color= '#cca3cc'>Closing Price</font>  \n",
    "<font face= 'Comic Sans MS' size= 3 color= '#D8BFD8'>The closing price is the last price at which the stock is traded during the regular trading day. A stock’s closing price is the standard benchmark used by investors to track its performance over time.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a81d1fdf-13dd-4659-bbbf-4aac7f71887b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# plt.style.available\n",
    "plt.style.use('seaborn-v0_8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e04d4477-10a8-4e80-85d7-662acdc7eb9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制收盘价\n",
    "plt.figure(figsize=(18, 6))\n",
    "plt.plot(AAPL['Adj Close'], label='AAPL')\n",
    "\n",
    "# 设置图表标题和轴标签\n",
    "plt.title('Close Price with Moving Averages')\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Price $', fontsize=18)\n",
    "\n",
    "# 显示图例\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c15b8eef-a0a5-49dd-a272-a1a3453c1632",
   "metadata": {},
   "source": [
    "### <font face= 'Comic Sans MS' size= 4 color= '#cca3cc'>Daily Return</font>\n",
    "\n",
    "<font face= 'Comic Sans MS' size= 3 color= '#D8BFD8'>Now that we've done some baseline analysis, let's go ahead and dive a little deeper. We're now going to analyze the risk of the stock. In order to do so we'll need to take a closer look at the daily changes of the stock, and not just its absolute value. Let's go ahead and use pandas to retrieve teh daily returns for the Apple stock.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4c365cad-858c-4830-8846-bc3dbacf6a6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18,6))\n",
    "plt.title('Daily Return History')\n",
    "plt.plot(AAPL['Adj Close'].pct_change(),linestyle='--',marker='*',label='AAPL')\n",
    "plt.ylabel('Daily Return', fontsize=18)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b81a590b-5c3f-4c1c-887c-13f3ef5f7687",
   "metadata": {},
   "source": [
    "### <font face= 'Comic Sans MS' size= 4 color= '#cca3cc'>Autocorrelation</font>\n",
    "\n",
    "<font face= 'Comic Sans MS' size= 3 color= '#D8BFD8'>Correlation is a statistic that measures the degree to which two variables move in relation to each other which has a value that must fall between -1.0 and +1.0. Correlation measures association, but doesn’t show if x causes y or vice versa — or if the association is caused by a third factor[1].</font>\n",
    "\n",
    "<font face= 'Comic Sans MS' size= 3 color= '#D8BFD8'>Now what if we wanted to analyze the returns of all the stocks in our list? Let's go ahead and build a DataFrame with all the ['Close'] columns for each of the stocks dataframes.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ae69745b-bd73-47a7-a438-76b96a8c40b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bmDJlSsh1mKdNmwaDwYC6ujpMmTJF/k+v1+OBBx7AwYMH+/zOxo0b4XK5cPXVV8uBcUEQ8L///Q+AJ+N3oKxmtR+L731v3LgRtbW1Xre/+eabKC4uxvDhw4O6H51Oh5KSErz66qtoaWnp8+979uwBADkw7u91dzqdePfdd/scBwDMmjULFRUVyM/P7/O6v/HGG7j00ku9ao4XFxdj8eLFOOGEE/Dggw/6fX0GkpWVhZtuugnt7e24//775dsmTpyI3bt3e70PxowZg5UrV+Lrr7+Wnw9/9zfQ5yFctbW1WLJkifz8VVRU4JJLLsGCBQtw6NAhVf4GERERUSpj5jgRERERDej111+H0+n0mzULAFVVVXj55Zfx0ksv4eijj8Zjjz2Gxx57DNOmTcPHH3+MNWvWeP28lA38wQcfYPHixRg9ejROO+00PPTQQ7BarZgzZw62bduGVatWYd68eaisrAQAXHPNNbj88stx7bXXoqqqCo2NjXjggQewbNkyjB07FldddRU+++wznHvuubj00kthMBjw3HPP4cCBA3jyySdDftz5+fm4+OKL8eCDD6KzsxPz5s1DXV0dHnzwQWg0GowfP77P70ydOhUAcNddd+FHP/oR2tra8Pzzz6OmpgaAO2s4KysLOTk5aGxsxOrVq/3Wmlb7sShdcMEFePPNN3H++efjqquuQl5eHl5//XWsWbMGv//974MqRyK59dZbcc4552DFihU499xzMWHCBLhcLlRXV+Nvf/sbzjzzTLk5pfS6v/XWW5g2bRoWL16MefPm4dZbb0VdXR3Gjx+PtWvX4oknnsBpp50m/97VV1+Nu+66C4WFhTjmmGOwZ88ePPTQQzj77LP9Nt28+eab8fnnn+P222/HU089FfLzc+KJJ+Kf//wn/v3vf+Oss87C1KlTce211+LSSy/Fddddh1NPPRWCIODpp5/G5s2bccUVVwBwZ3ED7hJEubm5GD9+fFCfh3ANHjwYZWVl+N3vfofOzk4MGzYMW7ZswerVq/Hzn/9clb9BRERElMoYHCciIiKiAb322msYM2aM39IYgDvDd8iQIXj55Zfx7rvvorm5GU899RQcDgeWLl2Ku+++G5dffrn88/PmzcOCBQtw//3346uvvsLjjz+Ou+++G8OHD8err76KJ554AiUlJTj33HNxxRVXyMHao48+Go8++ihWrVqFK6+8EgUFBTjllFNw9dVXAwDGjBmDf/7zn3jggQdw0003QaPRYOrUqXj22Wcxe/bssB77L3/5SxQXF+Of//wnnnzySeTm5mL+/Pm49tpr5WCo0rx583DbbbfhmWeewbvvvouioiLMmzdPPub169djyZIlWLFiBVavXo0rr7wS11xzDU488USv+4nGY5EUFxfjX//6F+6//3787ne/g8PhwPjx4/HII4/g2GOPDem+Jk+ejNdffx2PPfYYnnvuOTQ0NECn02H06NG4+eabcfrpp8s/e/zxx+ONN97AjTfeiNNPPx133HEHHnvsMTz00EP429/+hubmZgwZMgTXXnstLrjgAvn3zj77bFgsFjz11FN48cUXUVZWhksuuQSXXHKJ32MqKSnBtddei7vuuguvv/46qqqqQn6Obr31VqxYsQJ33XUXXn75ZSxatAhPPfUUVq1ahWuuuQYGgwGTJk3CM888IzdEHTNmDE4++WQ8//zz+Pzzz/HWW2/h5z//+YCfh0isWrUKDzzwAB588EG0tLRg0KBBuOqqqwLWySciIiIiD43YX6ceIiIiIiIiIiIiIqIUxJrjRERERERERERERJR2GBwnIiIiIiIiIiIiorTD4DgRERERERERERERpR0Gx4mIiIiIiIiIiIgo7TA4TkRERERERERERERph8FxIiIiIiIiIiIiIko7DI4TERERERERERERUdrRx/sAkklDQ0e8DyEmtFoNCgoy0dzcBZdLjPfhECU1fp6I1MPPE5F6+HkiUg8/T0Tq4eeJSD38PAHFxdkD/gwzx6kPrVYDjUYDrVYT70MhSnr8PBGph58nIvXw80SkHn6eiNTDzxORevh5Cg6D40RERERERERERESUdhgcJyIiIiIiIiIiIqK0w+A4EREREREREREREaUdBseJiIiIiIiIiIiIKO0wOE5EREREREREREREaYfBcSIiIiIiIiIiIiJKOwyOExEREREREREREVHaYXCciIiIiIiIiIiIiNIOg+NERERERERERERElHYYHCciIiIiIiIiIiKitMPgOBERERERERERERGlHQbHiYiIiIiIiIiIiCjtMDhORERERERERERERGmHwXEiIiIiIiIiIiIiSjsMjhMREcVBbUMnahu74n0YRERERERERGmLwXEiIqI4qK6px7qa+ngfBhEREREREVHaYnCciIgoDtZtb0A1g+NEREREREREcaOP9wEQERGlg9c/3403v9zb5/YL//Cx/PWpC0egqrIihkdFRERERERElL6YOU5ERBQDVZUVOHXhiID/zsA4ERERERERUWwxOE5ERBQjgQLkDIwTERERERERxR6D40RERDE0Z3xJ39smlMbhSIiIiIiIiIjSG4PjREREMVRdU49siwEV5TkAAJ1Wg3VszElEREREREQUcwyOExERxdhvL56H3YfaAQCCS4zz0RARERERERGlJ328D4CIiCid+Kst/sNFI+NwJERERERERETpjZnjRERERERERERERJR2GBwnIiKKg6UzBgMAygoscT4SIiIiIiIiovTE4DgREVEc6LQaAIDgcsX5SIiIiIiIiIjSE4PjREREceAJjrMhJxEREREREVE8MDhOREQUB+9XHwAANLfb4nwkREREREREROmJwXEiIiIiIiIiIiIiSjsMjhMRERERERERERFR2mFwnIiIKMZEkXXGiYiIiIiIiOKNwXEiIqIYczE4TkRERERERBR3DI4TERHFmFPwDo4zk5yIiIiIiIgo9hgcJyIiijHBJzjOTHIiIiIiIiKi2GNwnIiIKMYEl0v++pJTJkKn5eWYiIiIiIiIKNY4GyciIooxZVkVvY6XYiIiIiIiIqJ44IyciIgoxpSZ4zqtJo5HQkRERERERJS+GBwnIiKKMcHlyRz/ZMNBWG3OOB4NERERERERUXpicJyIiCjGlGVVvtvbgi6rI45HQ0RERERERJSeGBwnIiKKMUFweX+vyCQnIiIiIiIiothgcJyIiCjGlMHwG8+eidICSxyPhoiIiIiIiCg9MThOREQUY4KirIpBz0sxERERERERUTxwRk5ERBRjgstTVkWn1cTxSIiIiIiIiIjSlz7eB0BERJRuxgzJw8pfVqK10w6jXguHU4BBr4v3YRERERERERGlFQbHiYiIYkyr1aCxtQd3/q0aAHDDT2dg3LD8OB8VERERERERUXphWRUiIqI40Ok85VSUDTqJiIiIiIiIKDYYHCciIooxh9MFu8NTd5zBcSIiIiIiIqLYY1kVIiKiGFu/vR6P/2er/L1TcPXz00REREREREQUDQmdOW6z2XDzzTdj9uzZWLRoEZ5++ukBf2fdunU49thj+9z+1ltvYdmyZZg2bRquvPJKNDc3R+OQiYiIBuSbKS4IzBwnIiIiIiIiirWEDo7fd9992LJlC/7+97/j9ttvx6pVq/Duu+8G/Pnt27fjF7/4BUTRO8jwzTff4JZbbsFVV12FF198Ee3t7bjpppuiffhERER+jR6SizOWjpK/Z1kVIiIiIiIiothL2OB4d3c3Xn75Zdxyyy2YNGkSjjvuOFx88cV4/vnn/f78Cy+8gDPPPBOFhYV9/u25557DCSecgKqqKowfPx733XcfVq9ejQMHDkT7YRAREfVRmm9B5bRy+XvBxbIqRERERERERLGWsMHxmpoaOJ1OzJgxQ75t1qxZ2Lx5M1x+ggifffYZ7r33Xpx//vl9/m3z5s2YPXu2/P2gQYNQXl6OzZs3R+XYiYiIBqLTauSvWVaFiIiIiIiIKPYStiFnQ0MD8vPzYTQa5duKiopgs9nQ2tqKgoICr59/5JFHAACvvfZan/uqr69HSUmJ122FhYU4cuRISMek1WqgVQQzUpVOp/X6PxGFj58nCsQEnfy1CECv53tkIPw8EamHnyci9fDzRKQefp6I1MPPU3ASNjhutVq9AuMA5O/tdntI99XT0+P3vkK9n4KCTGg0qR8cl+TkZMT7EIhSBj9PpPTxugP4YO0++XuT2YD8/Mw4HlFy4eeJSD38PBGph58nIvXw80SkHn6e+pewwXGTydQneC19bzabVbmvjIzQ3hzNzV1pkzmek5OB9nYrBIF1cIkiwc8T+bPnYAu27GqSv2/v6EFLS1ccjyg58PNEpB5+nojUw88TkXr4eSJSDz9PCCoJLWGD46WlpWhpaYHT6YRe7z7MhoYGmM1m5OTkhHxfjY2NXrc1NjaiuLg4pPtxuUS4XOlTF1YQXHA60/PDQ6Q2fp5IyeHzXnA4+f4IBT9PROrh54lIPfw8EamHnyci9fDz1L+ELTozYcIE6PV6bNq0Sb5t/fr1mDJlCrTa0A572rRpWL9+vfz94cOHcfjwYUybNk2twyUiIgqa4LPQmq6r+EREREREaqtt6ERtI3dlElFwEjY4npGRgaqqKtxxxx345ptv8OGHH+Lpp5/GueeeC8CdRd7T0xPUfZ111ll444038PLLL6Ompga//vWvsXTpUgwdOjSaD4GIiMgvp08w3DdYTkRERERE4amuqce6mvp4HwYRJYmEDY4DwE033YRJkybhvPPOw5133omrr74axx9/PABg0aJF+O9//xvU/cyYMQN33XUXHn74YZx11lnIzc3FPffcE81DJyIiCqhP5jiD40RERJQAmHFLqWDd9gZUMzhOREHSiKLIGXmQGho64n0IMaHXa5Gfn4mWli7WJCKKED9P5M/f3qnBZ5sPAQB+csxojByUg7FD8+J7UEmAnyci9fDzRKSeVPo8vf75bmg0Gvxw0ch4HwqlqXA+T69/vhtvfrm33585deEIVFVWqHCERMkjla5P4Souzh7wZxK2IScREVGqkmqMDyvJwg/mDovz0RARERG5rdveAAAMjlNSkYLegQLkDIwTUX8YHCciIooxqYyKTqeJ85EQERFROguUcXvhHz6Wv2ZgkZJBoAA5379ENJCErjlORESUipxScFzLyzARERHFT1VlBU5dOCLgvzOwSMlkzviSvrdNKI3DkRBRMuGsnIiIKMaksio7a9vwyOtb8OG6A3E+IiIiIkpXgQLkDIxTsqmuqUe2xYDLqybj8qrJyLYYsI6NOYloACyrQkREFGNSWRUAWFdTD72W5VWIiIgofuaML+lTjoIZt5SMfnvxPORYjACAccPy8MmG2jgfERElOmaOExERxZiUOQ4AowfnoiQ/I45HQ0REROmuuqYeBp0nPJCVwYxbSj5VlRX4bnczrn/kS9zyxBpkGHVsLktEA2JwnIiIKMacgjtzfMaYItx8zixuWSYiIqK4mz/JnSlelGvG7y6ZF+ejIQpPY3sPmtptONzUjf31nfE+HCJKAgyOExERxZhUVkWn42WYiIiI4q+qskJuGG4x6ZFjMTLjlpKS1eaUvz7S1B3HIyGiZMGa40RERDFWnJcBq92JohxzvA+FiIiICIAnqJhhYpiAkpdL0dtH2eeHiCgQXvWIiIhi7JJTJgIAdta24eutdcjM0GPyyMI4HxURERGls+Z2GwBg+4FWfLe3GZNGFMT5iIhCJwiK4Liizw8RUSAMjhMREcXJ+2v3Y932BoweksvgOBEREcVVj91TjqKprSeOR0IUPsHlCYg7mTlOREFgsVMiIqI4kWqOM6uFiIiI4s2pyLjNzTTG8UiIwudwesbVyixyIqJAmDlOREQUY1v2NMHlEtHYagXAgTsRERHFn5Q5fsqCEZg2uijOR0MUHpsyOO5iAgoRDYzBcSIiohh7+u1taO20y9+zWRARERHFkyiKsNoEAGzIScnN7hDkr5mAQkTBYFkVIiKiGHP6DNRZD5GIiIjiyeYQ4BLd4xGLmcFxSl7K4DjH2EQUDAbHiYiIYuyOC+bgnp8fhaMmlgJgzXEiIiKKL6cgYuKIfADAt7uasG1vc5yPiCg8dpZVIaIQMThOREQUYwU5ZpTmW5Cb5W52xbIqREREFE9ZGQb835kzMKwkC+u/b8D/thyJ9yERhYVlVYgoVAyOExERxYlO674MMzhOREREicBo0AHwbmpIlEzsDkXmOIPjRBQEBseJiIjiRKfVAGBZFSIiIkoMRoM7RKDMviVKJjanInOcZVWIKAjstEFERBRDTsGFn//xU+h0GuRmusuqsFkQERERxdPhpi7sqm3H1r0tABgcp+SlzBznGJuIgsHMcSIiohgSBBEi3I2v9DqtfBsRERFRvNTsa8HT/90mf29nWRVKUtNHF8pfc4xNRMFgcJyIiCiGlNs7pbqe3PJJRERE8dRtc3p9z8xxSlaXnDIJFeU50Go08T4UIkoSLKtCREQUQ05FBotU11MUAZcochBPREREcXHCvOE4esZgPPX2Nmzc0ehVmoIo2dxyzixoOK4moiAxc5yIiCiGBEXtQ1Nv5jjAbZ9EREQUP1qtBhazAWUFFgDeTQ2Jkg0D40QUCmaOExERxZBTUJRV0SuC4y4XDFyzJiIiojiSSr4xc5ySUVePA59tPgSjXocZY4pQkGOO9yERURJgcJyIiCiGlJnjs8YV46T5w6HTabwC5URERESx1Gl1wKDTwqh3L9Sz5jglo5YOG17+ZBcAwKDXYvLIAgbIiWhADI4TERHFkKDIHM/LNmHU4Nw4Hg0RERER8OArm7Grtl3+XnCJcAou6HXc1UbJw+F0QafVQHCJ+Ns7NRg7NA83nj0z3odFRAmOVzoiIqIYUjbk1GtZD5GIiIjir7vHCQDQKcYmDidLq1ByGTkoB0/8+mjMGlsMwDsphYgoEGaOExERxZCyrIqO2VhERESUAKw2d3A8N8uI5nYbAHdplQwTQwaUfE6cPxwLppQhK8MQ70MhoiTAKx0REVEMKRty7jzYhof//S0EQcQt585Cab4ljkdGRJS+ahs6AY0Gg4sy430oRHFhtblrjOdlmeTguI2Z45SkRg7KifchEFESYXCciIgohpSZ41oN0NZpBwA4OQElIoqb6pp6aDQaDF40Mt6HojoG/mkgTsEFW28DztxMo3y7g005Kcl09zjQ2eOESa9FTqYRGg1LGBLRwBgcJyIiiiHB5QmClxRYcMK8YdDpNNz2SUQUR+u2NwAAfpiCwfFUDvyTOnrsniD45JEFWLG4AkaDDvnZpjgeFVHo1m6rx7PvbQcAPPZ/S2DQ6+J8RESUDBgcJyIiiiFlQ87yQgumjy6K49EQEaWn1z/fjTe/3Nvn9gv/8LH89akLR6CqsiKGRxUdqRz4J3V09zjkr/OzzRhcnBXHoyEKn12x2+HuZ9cj22LAdWfOiOMREVEyYHCciIgohgRFcFynZUNOIqJ4kILe/gLkQHIHxtMp8E/qkOqNA0CGiZm2lLyUdfL313ciN8vYz08TEbkxOE5ERBRDxXlmHDtrCATBxQkoRYR1hIkiEyhAnuyB41QO/FN0dNuc8tcWs6fMmyiKrNlMScXuUydfmZRCRBQIg+NEREQxNKw0G2cflw0AaOuy4/n3v4fT5cKyWUO4jTlE6R4cZh1hosjNGV/SJ4g8Z0JpfA5GRaka+Kfo6O5xen1/5Z8/g90h4PwTxmPhlEFxOiqi0Nkd3g3uBReD40Q0MO7nJiIiipMemxMfbTiI1ZsOoam9J96Hk3Sqa+qxrqY+3ocRN+u2N6A6jR8/kRqqa+qh13kyY7MzDClzXpkzvqTvbSkQ+Cf1WRWZ4zmZRlhtTgguEQ6nq5/fIko8dqdP5riL72EiGhgzx4mIiOJEp/UEZLjtM3Tp1mSOdYSJomPBpDJ89s1hFOWacet5s/HJhtp4H5IqqmvqkZmhR5fVHfg06rVYV1PP3SbUh1RWRQP3AtEPF42EyaBDRXlOfA+MKEQsq0JE4WBwnIiIKIa+P9CKTTsaodNpcPSMwfLt3PY5sNdW78Lrn+/pc3u6BIdZR5hIfVWVFfj7uzUAAINeixyLMaUW3O6+5Cg88MIm7K/vxJSKwngfDiUoKXPcbNJBq9Wk1GeA0ou/siqsnU9EA2FZFSIiohjae7gd767dj/9+tQ96necy7OS2zwGtWDIKZx0/LuC/p0NwuKqyAqcuHNHn9nR47ETRIpWOMOhTa2pUVVmBHIsRRXkZAIDWLhuDnuSXFBy3mJg7R8nN5lNWBWACChENLLVGgERERAnOYNAhP9uEvGwTdDqWVQnVT38wHlWVfYM76RQcZh1hInW1d9sBAPvrOlOm3rhSUa4ZANDQyt4W5J/UkDODwXFKcr6Z4wCD40Q0MF79iIiIYujoGYPlcio9dk8DLA7cgzd3Ymmf8irpFByurqmHQa+Fw+lCtsUAAKwjTKSSjt5Aear4/JtDeL/6AACgvcsOm0OAyaCL81FRopk9vgTF+Rly5vhrn+1GfUs3xg7NwzEzh8T56IiC51tzHAAEwQXwvEdE/WDmOBERUZzotJ7LMIPjwVu7tQ5ZGQb5e7NRl5LZnv0p6S2T0NHtwG8vmhvnoyFKcorTb3lRZvyOIwpaOmxe3ze2qZM9XtvQidrGLlXui+Jv6qhCnLJgBI6d5Q6Ef7u7CWu31WNXbVucj4woNPbeMlnKRUAnx9hENAAGx4mIiOJEWVbFKbDmeChuPmem/PWKxelRTkVSVVnhFZTKMBlYR5goAlLN8RljijBuWH6cj0Zdg4uyMLwsW/6+sdWqyv1W19Sn3aJkOpECi/5KVBAlMilzPMPkCY6zdCHFAheNkxuD40RERDFU32rFzto2HKjvhFajgVbjDpBz4B68FUtGIT/LLH9vNOjSLjgsvW8AQGAzV6KISIuTqdaQEwBmjSvGTWd7FhPVyhxft70B1QyOpyyjwf1Z8NfckCiReYLjngrCHCdRLHDROLmx5jgREVEMfVh9AB+uP4iiXDPuu3wBdDoNXE6RA/cQKesCC2mYdT9rXDGqa+oxanAOzEYO5yg2ahs6AY0Gg1Os9IiUOW7QpV5wHHAvIOZmGtHWZUdDmJnjr3++G29+ubfP7Rf+4WP563RqjJxqnvjPVmg17trj00YXwaRn5jglJ1vv+dziFRxnAgpF37rtDQCQdgk7qYKzKSIiohiSBui63iCMTquBAxy4h+q93gZzQP+1JFM1mCdnuiZgMC9Vn3NyZ0VpNJqUa/76w8qRePfr/TjU1IVPN9Vi6fTB8T4k1RXlmdHWZQ87c1wKevsLkAMMjCczURSxdlsdBJeI8uJMTBtdJGeO+2tuSJTIzjp2DGx2AT12J3YdagcAOLk7k6KAi8aphcFxIiKiGJKCmvreeuM6LcuqhKO7xyl/3d9zl6rBPN9FlkSSqs85pW5W1Iwxxfh04yF8u7sJFlN9SgXHN+1sRG1DJ4aVZuNnx41DcZ554F8KIFCAnJP/5Ca4RIwenItumxMF2e73h1GqOe5k5jgll8XTygEA+4504Lu9LdBpNSlZMovij4vGqYXBcSIiohiSg5q9QXEpuMnM8dCcNH84vvruCID+a0mmajCv0+oAAOw+1I4euzOhSquk6nOejtIpK0pq3tZjT61M2fXb6/Hlt0cwrCQL5xw/LuL7mzO+pM97Ys6E0ojvl+JHr9PiBkVdegAwymVVUuvzQOljeFk2bvR5XxOpjYvGqSNxZlJERERpQAqC6xVlVdy3MzsrFOVFmcgw6WC1CV6Z4+kSzNvTu1XYanOirtmK4WXZcTuWVH7O071ETDplRUkLTNYUC45L50e1dplU19Qj22JAaYEFBp0W+450YF1NPXeKpBiWVSEiCg4XjVMDg+NEREQxJJVVkYLiRr0WBr0WGmjieVhJSafVAhC8ao6nTTBPA6D3YTvi3JA0lZ9zlohJj6yoB17chC17mgG4F5xSiXzN6S3l5RRcEEVEVGbgtxfPQ47FCABo77bjkw21kR8oJRSprIqNZVUoiTS39+Dv726H0aDFKQtGYFhp/BIHKH1U19TDbNTJO8+yMgxcNE5CDI4TERHFkJzF1xscv+fn8+N5OElNCvYIPsHhdAjmaaCB2BsddyRA8CJVn3OWiHFL5awoURTx3d5m+ftUK6siNaLr7nHiuoe/RGuHDZdXTcbs8SVh3V9VZQXqW63423+/gU6rwWmLK9L+85Hsmtp68P3BVmSY9Jg4PB9Ggw4mvSdzXBRFaDRcwKfE12l14NvdTQCABZPKUNvQBafLhckjC5GfbYrz0VEq++GiEXjx410AgNvOn40vvz0S5yOiUDE4TkREFENOl9SQk82BInHLE2vQ1mkH4L9eeyoH8wBAo8gcd8Y5c1ySCs95KpeIiUR1TT10Wg0El4ihJVlo7bSlTFaUKALTRxdh445GAECPzZlSwUDpmpObacSRpm6IABrarBHdZ5fVgU073c/XD+YOi/QQKc521rbhif9sBQD8+aqFMBp0cua4KLoXWAz61Pg8UGoz6LWYNLIAdocAlyjiibfc7+tfnjGNwXGKmqrKCny47oD8fUG2mYvGSYgzcyIiohjyzRyn0DkFFw43dQMApo0qxJLp5X1+RgrmAcCQ4kxkW9xbHFOFMm7nTIDMccD9nGcYdfL3mWZ90j3nVZUVOHXhiID/no6BcUlhrhkA0NFtx28vmhvno1GPVqvB1T+aivNPGA/AveZkS6E6y9I1x2TQ4eQFw3HmsWMwaUSBKvcJAF98ezii+6L4U5YSyjC5c+ekmuMAYHemzueBUtugwkxc95PpuOlns7xKqrCvD0WbssRhd4qVZ0sXDI4TERHFkG9DzpYOG440d6O5vSeeh5VUuns8g865E0sxqNB/s8TRQ3IBAAU5Zvz24nkxObbY8UTH411zXOns48fKX1/7k+nxO5AIBAqQp3NgvKqyAvUt7mzj1k47TAZ9ymVFmRULO6lUWkVQ1ByvqqzA8XOGRlyHV7lbZe22uojui+JPCo7rdRq5Fr1R7/k82B2Jc40hClZhjhkP/aISD/9qMaaOKoz34aiqtqETtY1d8T4MUlCWOPxkw8E4HgmFi8FxIiKiGBJ8mqP99Y0tuPnxNXjhox3xPKyk0tXjkL/ONPuvEFdVWYHt+1sBAN/sakKOxZhSwbyCHM/24EQpq1JVWYFdh9rl7y2m5A2gzvFTjznZSsREUyplVkvMRs+5JJWackoNi9XcraQsZcXAafKTshwzTHq5nJBUVgVw1x0nSjZarQZZGQZkmPS9DdxTR3VNfdLtzEt1yuB4D8+ZSSm1zhJEREQJzjdQoe/9v1PoWzeb/FNmjltMhjgeSfzceYGnrEUivXcO1HfKX7vExDmuUCnL8gDuQD8nom6TKwpgCbAolYy6ehz4cN0BrwzoVMoclxbP1OxzoSxRkMyfc3JTBsclZqMO2RYDCnPMfI0padQ2duGzzYewZuuRlC6lsm57A6o5JkkoyuD4oimD4ngkFK7UGdkSEVFaqm3oBDQaDC7yX1oj0Xgyx92BihVLRqG7x4ncTGM8DyupdCmC4/c8tx7LZg/FWcvGxPGIYk+vaI7mSJCa4wCQa/G8j11+GqUmk+mji7D++wYAwI+WVKC92zHAb6QuURTlhpwThuWnVEPhlg4b/vmh986dnhTKHPeU8tLgQH0n3lmzDw1tVlx52hTkZYXXoE5IoAU5ipy195pqUQTHxw7Nw4PXVMbrkIjCUrOvBc9/8D0AYPa4EtgcAoTehrIGRamgZMNm4dEX6XxSGouXFlgClnukxJY6I1siIkpLyba1UA5U9Galjh6ci6mjCjG8LLIasOmkW1FWRQQC1msfWpIFAFg4pSwWhxVTOq0W2t7t74kUHD921hD5ayGJg+NVlRXItnh2JfQ4hKQtEaMGp+CSX09lbe5U4O/zY02pzPHe3Uo6LWwOAWu21mFXbTsaWq1h36fvZ5uZxcnNX+Y4UTKSmsfqtBqIInD5/atx1V8+wxffHonzkUWGzcKjL9L5pDSWMKRQ8kC64StHRERJLdm2FgqKQAWFR1lWZf6kMkwcWeD353ybn6aS7w+0ygGpRKk5DrhrfEqSPV7mVAQAWzvscTyS+FMGi5W1uVOBv89Pjz2FMselsipaLYpzzfLtkQTHfZ+zHlvqLCakI6nGfiqVS6L0JPVAMBp0cm8fwHMeTGZsFh5dkc4npYUZoyH15hzpgldAIiJKKsm+tfDs48fCanOiJD8j3oeStKSyKnqdFpecMjHgz0kBHDUb0SUCl0vEH57fIH+fqMHxZM8mlZ5Xk0GHqsr0zRoHvGtwP/HWVmRZDJhSURjHI1KP38zxFAr2OhVNoHMyjTDqtbA7XWhs9b/jJhi+meNWm5OB1STmL3NccLlwsL4LNoeA0vwM5IZZgofIn2iVRJSaxxoN7t11Go17oT6Zd7IpzRlf0mcOxGbh4VF7PimNJXYfasejb2zBZT+crMpxUuxwWYOIiJJKsm8tnFJRiLkTSjGiLAcA8Npnu/CbJ7/GI//+Ns5HljyksiqZAwRj6lvcmZHrauqTPlCr5BsMdyRQcFzZkDPZJ6PSRGdYaVbalxvwrcGt3L2R7Hw/T1qNJqEWnCIllVXR6zTQaDQo7M0eb2hTr6yKNYVqtKcjOXNccZ6zO1y482/V+MPzG/DN7qZ4HRqlqGiVRJQyx0299cV1Wne4K1XO6dU19cjM8HxOdVpNUpWWVEttQydqG7siug+155MXnTQBk3p3sh5q7I7o2Cg+GBwnIkpwagwAUk0qbS1s6bChtrELdS3hByrSjRSYCzZTsb3bkRJbaiV6nRa3nT9b/t7pTJwg9PvVB+Svk70hp7M3OJ6KZXlC1eNTg9vmSJ3MamXm+D2XHoUnfr0UP5g7LI5HpC5Pnwv3+7g4z71rqbYh/HGF7/m0m8HxpNbtpyGnsjSAFHAkUku0SiLafEpb6HtLqyT7Yr3SL06fJn89uMgSxyOJH7UWV9ScT1rMBgwqcL8eqVSaLZ2kdxoMEVESqK6ph0ajweA0bgbnT6psLZSyWlJp4B5tXb2Z44ebuvHaZ7uRm2n0agTpj1MQYUiRUY9Wq8GIshyUFVhwpLk7oTKiRMX7ONmD48vnDcOcCSXIthhhdwgw6LXQaFKrRE+w0iU4nmHWp9xr/MfL5/ee/3qD47nu4HhdS/iZbU6fzzaD48nL5RLlz7dyh4xOq8WNZ8+E0aBFYY450K8TBSVWJRE9ZVWkzPHe4LiQ3OMRSVVlBdo6bfL3ednmtGwWvm57AwCo8tjVnE+aehuWp9IYKZ2kyDSRiCh1qTkASCXVNfXQajVyAC7TrMe6mvqEX0T4/XPrIYoijp05BEdNKpMbBqVSZnO0KUs6vPW/vRhemh1EcDz1nt+fHDMaDqcroerXK8vXJHspm3HD8rHx+wY89sZ36LY58eA1i5BtMcb7sOLCNwvKnkITP2VZIkMK7hKwmA1e3xfluQOdVpsAp+AKa2eEb6CJZVWSl/Kz7bsba+zQvBgfDaUqKejtL0AOqLfzU1rsNPYuBup0qZeAkptlQmmBBXXN3WmzcBXNxZXqmnoYDVp5h4zZqAtrPukUXDD1LsrY7KkzRkonDI4TESWYZG84GUuLpw7Cp5sOITfLiDsvnItPNtTG+5AGtKu2DaIIzB5nB6DIakmhgXu0dfnUO3a6Bg58p+LzO210UbwPoQ/l85zswXHAnQUkZcW2dNjSNjheXpiJUxeOkK9NqZQV5VRkjgsuEU1t7kaVUm3uVBBoXHHpHz+Vvw5lXCH4nHMZHE9eysXmdO+tQNEVKECu5pwmYOZ4EOPEZGLqDf6n0kJ1f6K9uHL0jMF4b627LOCPllSg0xr6Ne22p9biSLN7R5bd6YLgcsm7gyk58NUiIkowyd5wMlaqKivk7e9mox45FmPCZ9eLooh5E0sxZ3wJBhW669LpWVYlZFJDTkkw22VTKXO8rrkbv3joc1z38JfYvr8l3ofjJac3eGw0aDG8NDvORxO5QYWZOHnBcJxz/FjkZpnifThxM6QkC1WVFXKWms2eOp8nKdNQowGefGsrrv/r//D0f7fF+ajUIYoieuxOnLxghKrjCrNRjyLF4gGD48lLWRKHwXGKtjnjS/repmJJRJtP5rhUc9yZImVVJFLw3+ZMnWvxQKLVb6qqsgKG3gauAGAxGcKaTzp8XotUGielCwbHKSbYUJAoNKnUcDKapDqZZoNugJ9MDBqNBpeeMgmXV03G1FHurF+dPHDnICpYE0cWYEpFoVwOIFBG0C/P8DQtSpV6k4B7AN7R7UBLhw2Jtqai7c3Smj66KOmzrB99Ywue+M93yM004eiZQ5CbmdyPRw2pWE9TKqti0Gnl4GCqBHt77AKueOAzXPrHT1GYY1ZtXHHsrCG47/IF8meiuyc1nq90NKjQgrsumoubfjazz4Lmn1/ajF8+9Dn+8f72OB0dpRrfJpzZFoMqjRUlfTPHUy8B5XBTF3bWtgGAvNMpXURrcUWraDUyKMwmp6ctHokxQ3Ll71NpnJQuGBynmFCrozBROol2dkUqkGpldljtSRvMSLVmQbFwwYkT8KsfT8MxMwcDCDzpkTKGgNRafFCWkfnjvzbi2fcSJ3AhKAKNyW5XbRtq9reiodUa70NJGCZD6m3llrK9DHotls0agitPm4KfHjc2zkelDuW5Ua/Tqj6ukBYTGARIXga9Dhq4a9P71hzv7nGgvduBLqvD/y8TRei3F89T9f6kutFycDwF+/rUt3jGJG1dtn5+MvVU19TDbPQkRGVlqLO4IlUBzDTrMaIsJ6z7WDB5EE5ZMEL+3rdXCyU+7p2imGBDQaLQ9cmu6B0AJHrDyVhq7nAPCpvbbdi4owELJg+K8xGFLhWbBcWKlDkeaLusstFcKm2p9X0shxo643QkfUlZuHp98gfHJ1cUor3LjsHFmfE+lLj7bPMh7Kptw57DHQBSKxiqfM+OGpw7wE8nF6Nei/NPGA9BcGFkeQ7WfHcE2RkGdPQGO8NtPCa59dzZMBq0YTX1pMRRXVMPjUbT530gBRilgCNRpKoqK7zqRqtdEtHu7M0clxpypmBfH+UYMJUeV7DOOHoU/vHe9wCAG8+e2We+HA6bz46DcJkUgfseNuVMOgyOU1SwoSCROnRajTzwuemcmfh6K3dgeFGMCW1JMHnrsTvx0fqD0Gm1mD6mCGUFFuhTtFlQLHiy7vs+d07Bhd2H2j3fp9Dzq3y85UWZmDiyIGZ/u7ahE9BoMLjIf8C4tdPdaHb1pkOYMaZILh+UjM5bPh4A8OG6A1j12rcoyjXjzGPHxPmo4qNmXwvWbK2Tv0+l4LjT6b6QpMJuB19Ggw6Lp5V73XbnRXNw7ar/AQBOXjAcDmfowZXDTV1o77LDbNRjeFny9xZId4GSmKQAoxRwJIqUK8rB3D6Z4ylYVkW5EzLaz2eiqaqswG+e/Fr+3mzUqbK4Yu/dQWaKNDiu+H0bg+NJh8FxiopodxQmSgdVlRV45+v98oDOZNBz94UPKeCZlWHAlIrYBQjD1d3jxKurdwMAivPMKCuwsKxKiFrae/D2V3thNujkOrf+Jj2dVgde+mSn/H0qPb/KrKErqiajPECgOhoCZRhKHIogSqrUId59uB0bvm/AsNKseB9K3ORlmzC4KFPuH5NKkz655ngK7HYYSFVlBUTRc/4w6HU48aihId/PB9UH8OmmQygrsOD3lx6l5iFSDASbxJQKmeMDLehSbFkVpSaWTC/v5yfDI5X8kkqA6VOwr4/ysaTS2DZYHd12+WvfJpjhys4wAACONHdj444GzBhTHNLvO5wCHv73FrR2eMrc9KRQEkG6YHCcoiZQgJyBcaLgZZr1ciamg5k7fUgBmnkTS1GUmxHnoxmYUxHElbJZpLIqItwZIFplVxjq41BjF178yB30nt1bP9dfcNx3IpSqEyNlXfVYGKhMmlajgbSlozgv8T+TwcjPMgGA16Qn3fz46NH48dGj8fTb2/DFt4dTKnN8xeIKLJ/rDhB/u7sJ//5sN3rsAn5z3my5pnYq0Wg0GDkoB1qNu6RBOJTXsvYuO+xOISmuweQWbBLTU29vBZDcPQYGWtCl2LIqFs2nVBSqfv93XjQXdocL2RZ3sDMVE1CUY15BTJ3HFawpFYX4cssRAOoFx09bXIEvtxxGc7sN3x9oDTk4bnO48M2uJq/bWHM8+aTeiI8SypzxJX0GXmwoSBS8i0+eiD+9sAmAegOAVCIFaJTNWRKZ4CeoqVMEwwWXC1ptcjyWeOmxO+VyQzm9kx9/ge/cTBMuPXUiHn9za+/PpM4EQvlYol3rN9QyaTqdBnACVYtGJnX9ZsHlwgfVB6HXaeRmv+3dDjgFV1rXV5a2DKdScDwrw4Cs3qyx/XWd2HvEXVfdanMmfXC8rqUbz723HTqdFmcsHYXBxe7dD785b3ZE91u1aCSWzRqCV1bvwi9XfoG8LCMeuGqRGodMMRJMEpOUOW5L4vEn+14llgyzHmctGwOrzRmVfh6l+Rav7+dPLsPYoXkYVJg6OweUY14xzcqqAMDi6eWe4LiKiS/52SZooEGGMfTrvr85eirtsEsXyT3io4RXXVOPrAwDxg7NhdGgw5bdzWwoSBQC5TZve4JNThJhq+q4Yfno7LajJD85MtaUmStSUFwZHHcKIgy8Mvdr1vhSPH3TMei2OvHZ5kMA3F3mXaLYm7XsZtBrMbrcE5z1V5c8WSnr079ffQD52Sb8YO6wqPytUMukSfWLk70hp93hksvyTB3lyW5r67SjMNccr8OKO6PR/bomQ4+HcJhNnsVJawpMbLusTny3twUAcPKCEardb0GOGQU5ZowenIstu5thtSX/c5WOBkpiMumlsirJ8/qy71ViyzQbcNzs0Es5hatyqvqlW+JNmSDhEFwQRREaTfrsOlXOjdVMHLvlnPAXjf0F6RkcTz6cglPU/e6SefK2zfZuOz7ZUBvnIyJKHka9Z6KeaJnjibBV9YqqyXj67W34aP1B1LdY8aMlo+J2LMFQboWUyqkos1BTqWFQNGk0GpiMOq8ArCCI0Oq9Jwc6xXPrTKHnVpk19H71AWSa9VELjgPBl0kTRVE+tmTPrlaeb5XlYVo6bWkZHN+0oxF6nQYWkx6zxxUjK8xyHIlIGVhQZoylwpZo5UJaNEowzRxTjJK8DFjMnFImo+qaemRbDPjZ8eMAAM+9v90ricnYW7c5VsFxNZIu2Pcq8W3b14Jn362BQ3DhprNnpeU1NRLKZA9RlBJr0ic4rhxfqlUycfv+FjhdIgpz3P2gQuXwOUdOGpGPvGyTKsdGscORDEVVVWUF1tXU44tvD8No0OGKqsnc1kYUgh67E0tnDEZhjgmlCZYdnShbVQ83d2F/XWefrZSJSDmI0/UGKvKyTZgwPB86nQZplPihCr1X1r2rT0M9ZTAolTLHfUvExKJkTDBl0pSLO//5cg8qynMwOklLqyg/q8rgeLrWHX/sP9/BZhdwWuVIXHHalHgfjqr+9MIm7DjYiplji3GKIru6JwWyob1KMGk958dvdjXC5nChrMCCoSXhN5odUpKFIRH8PsXfby/2JDGNG5bnlcQkN+SMUXKGWkkX7HuV2ATBhboWKwDArmI/pcNNXbjjmWoY9VpcedoUjB+er9p9JxJllvI5x49Nu7nD6o2H5K/VShx79r3tONzUjSXTy3He8vEh/77yNbnpZzMxZkieKsdFsZXQwXGbzYY777wT77//PsxmMy688EJceOGFfn9269atuP322/H9999j9OjRuPPOOzF58mT532fPno2Ojg6v39mwYQMyM1On/lSiqmvpxje7mmBM8i3WRPHw3Pvfo7axC4unDUJuVnxXoBN1q6qUXZ8MNXCVwUMpUDFheD4mpOgAPhqa2qxoarXCbNDJCwxA36z73Yfa8eeXNgEAzj9hPCZHofFTvPgG+mPRbFQqk9ZpdQBw1/n3LZOm1Whw/Vkz8Md/bURXjxN7DrcnbXBcOeEqUmS1tXSmX3DcJYry9mBzGLU4E53D6YJTECGK8KoxLtWaT2aCnwVZAHjmvzVo67LjxKOGhxUcf+Tf32LbvhZMGlmAy344eeBfoIRUVVmBD9YdQG1DJ8qLsnD8nKFeCQ/S3M3hdPUpXRYNaiZdsO9VYtr4fQNe+3w3AOD4OUNV7etgd7jgcLr/k5rbf/7NIew42IaCbFPKLIxIi55ZGQYcPXNInI8m9tZsPSJ/rVZw3N5bKm7fkQ7sO9KB4WXZIf2+8jh8E3UoeST0CPe+++7Dli1b8Pe//x2HDh3CDTfcgPLycixfvtzr57q7u3HppZfilFNOwR/+8Af861//ws9//nN88MEHsFgsqKurQ0dHBz788EOYzZ4JjsWS+FmGqUA6WdidLnz13RHMn1QW5yMiSh7S58egi3+TRjW2qqpZp7zT6sDabXXYts9dTzUZamJ6BSq0aZbqoZJn/7sNH687gKElWTjxqOHy7b7BcbtDQFePO7g1oixbbrg3kESopT8Q30xxwSXC5RLlyWC0XPOjKfj9cxsAAOcuH4e6ZqvXv2u1GkwYng8NABHJ3ShKmQVkNuqQYzGgvduRlpnjyrqZydL8OBTHzhqCGWOKUFpg8Qr+96RAvVDluUJZZko6V7jC/Ix225zo6nGmxHOU7CK9Zn23pxnf7GrCxBH5OH6Ody1oKXMcABwOF0wqf/6jmXRRXVMPs1Env0ezMwzse5UADjZ0orahC0aDFmceO0bV+87JNOL0paNgdwjyovb3B1rx5bdHMKQ4K2WC49JcQheFUlnJQFRcttRKDrnh7Bm4/4VN2HukAy98tAM3nD0zpN9X7q4xJHlZwXSWsMHx7u5uvPzyy3jiiScwadIkTJo0CTt27MDzzz/fJzj+3//+FyaTCb/+9a+h0Whwyy234LPPPsO7776LFStWYNeuXSguLsbQobFr/kAeygnmnsPtDI5TyohFEO2yqkmw2gTkZSVGfddIt6qqWae8qa0Hz73/vfx9MmSOO71qjqfnoDZSXb2Zy5lmPWaNK8bDv1oMvU7Tp8a1V5Z+CAPVRKilPxCnq+9kwCG4YNJGL3BZVVmB7w+0yt9/vvkwrj9rht+f1Wo1EFwiBDGJg+M+WUB5WSZ3cDwNM8eVAdDOHgfeW7sfNoeAY2cNQaY5uEWnRDZvoiebVBkstqZazXHF4tmt586GRgOYDOGdM6Sge2uHDX94fgO6e5w4b/k4jErSnSLJLNJrltBPnwip5jgA2JyC6sHxaNcHP62yAv/6aAcA4OZzZmHN1rqw74vUkZdlwpghuQOOyw42dKLDJiDbFPx7Lj/b5JU0AQCFOWYMLs5EaUFilaaMhHT+TdcgrHJkqVbmeFFuBkYMykFdizWsMlLK49h1qB27D7UjO9OI6aOLVDk+io2EDY7X1NTA6XRixgzPxGvWrFl49NFH4XK5oFXUzdu8eTNmzZolN9PRaDSYOXMmNm3ahBUrVmDnzp0YOTLySa5Wq4l6VlYikDJLdCqdcJUBCptd8GqgRpTM1n/fAI1G0+/Wq0g/TyPLc/Dgy9/A7nDhuDlDMGtcSVj3o6ajJpf1mcjMn1wW1Gd7fe+W2R8tjbxxpm+A0O5wBX1+OdjQCQ2AwcXxq5UqNZRs7bThm51NEFwuzB5fguwUanSnNp1OK5f1yMwwwGzSwxyg2pBy8OzbvLM/ar5HoyVQzDna19duRZmJ2saugH9PCo4DmqS95isTas0mPfJzzNhf34nWTnvSPiZfwV6flEkOHd0OvPv1fgDAvEllcS/3FQ0mgw42hwCHM/hrSqIKdB4sjrCHiav3JKTXa+VFs84eR9I/X5FQe/4UrEivWdK5zqDX9nn9lCUvBJcYldf39KNHQ6vV4PXP93jdXlU5EisiaLJ++tGj8b8tnvIL2ZnGhL6up4ujZw3B0bMGLgWyrqYeZpMBJ80fPuDP9uf0o0fj9KNHR3QfiUY6/za29WDlq9/gjGNGY0gc5zOx57myuaDe2FdaDHQKoV/7XYqB+ccbDmJ/XScmjSzA7PHxn7cD8bs+JZuEDY43NDQgPz8fRqMnSFBUVASbzYbW1lYUFBR4/ezo0d4nvcLCQuzY4V4p3rVrF6xWK8455xzs2bMHEyZMwM033xxywLygIFMOwKeDnBx1Vlh1inIQDpeI/PzE3apOFIr13zcCAC784cDNycL9PImiiM07GyGKwPyp5Qnx+Xln7QGYjDp5q32GSY9v97Rg8ti+tRz/+V4N/vX+9j63n/u7D+Wvzzp+HH76g9CbnxyVn4nX7i3Hypc24pP1B+EQXEE/P++sPQAN4PeYo8mc0SZ/XViQhfy8DNQ2W/HkW1sBANPGlSbEaxwL+460QwNgWFlOSL8nZY7n52T0+1yZM9rlr69/5H+4+IeT8cPFfSfG0XyPRsvYEQVYPKMHX317WM5WycwyIz/HPMBvRkaAZww0Y2xJn+f/UGMnbnvsK/mYTGZ90r6fMxq65a8L8zNRVpSJzTsb0d5tT9rHFMhA16eGDrv8dVlRFjQad3kVi8WUcs8FAFjMetgcAkSNJukfn0mR2V9UmIUstRZfe+dDBbkZ2H3Ifa7V6HRJ/3ypQa35UyCqX7N6X0uz2dDn9StUfG/OMEbt9V121Ig+wfHjjhoR8d9r6fScu7KyzcjPTZ3s4WTWZXXglY93wO4UcOzsYajws+Okusa96HNWAo29gPDHrmrS6T2xlY07GrHimDFpde5VJoiUl2RH/NjF3jvMznQv9gthxKuMJs+1tiA3A/vrOuEUEi/uFe3rU7JL2OC41Wr1CowDkL+32+1B/az0c7t370ZbWxuuvfZaZGVl4YknnsD555+Pt99+G1lZwa+yNTd3pU3meE5OBtrbrX2afoWjs8uzBbmtw4aWlq6I75MoHl5bvavP4B0ATrnuDflr30wXNT5PU0cVQqPRwGLUJsTnx2q144eLRuClj3cBcDfUsfY4/B7bCXOHwmq1+33eAPfzdcLcoRE9rqzezCarzRn0/Xy24SAAYPnc2Jbbamv31Gju7LBCJ7rQ3e05R7a0dqMlM/nLFATjwzV7odFocNri4LdMKzPHdVqgqakTVrsTgiDCYtZ7bdNVPtcA0NzSHbf3qNrGD8nF+CG5mDG6EA++/A0AoLGpExCiW1qorrETgLtJ20Unje/znDQ0dqKu2RNU7uqyJ9TzFormVs/jsHbbYOktJ9DU1pO0j8lXsNenht7XHQBGl2fjbzcfKyeLpMJz8dgb30EQXJgzsRRzxpfIpUZa2qxJ//ja2nvkrzs7euCwuc+fouhuQCpChE4beiaZvbfkjEnvmRc1Nncl/fMVCbXnT4Gofc3q6d0RJAquPr9j0IiYN7EURr0WtgDjPDV8uGYvjHot7E4XLCY9dDoNPvx6X0jjA39e+2Sn/HVTUxe0fkqSUey1d9nxysfuJMYhhRbkW/RhzbF8bdndhM83H4bRoMV5J4wPqaResMIZu6qt2+qJhU0ckQ+nPfj5TyqQmmeetWwMJgzNjfixt3fZcc1fPpezv3tCmE9KWlo9c44LThgP8w8nwWTQJczrEqvrUyILZqEiYYPjJpOpTxBc+l7ZVLO/n5V+7qmnnoLD4UBmpvsJ+dOf/oQlS5bgk08+wSmnnBL0Mbl6G16lC0FwwalCHSdlHeCuHocq90kUD6cuHAmXS+y3NuKpC0f6fY+H83lyCi7c8OhXMOi1OK2yAjNGFyXE5+fUhSPx2eZD8vdOwYUfLRoV8NgCPW/9PV+hkLa+2RxCwPsK1PRJmWkVaW3LYCibhooi4HS6MKwkCw//ajF0WncJikifj2RoKAkAa7fVAwBOWTAipN/r6p0UZBh12La3Gff+cyMA4Pbz53iVOLIr6iQvmV6OivKcuL1Ho0WjyOTusQd+/6tFqredbTH4/Vtmgw7LZg3Bh+vdi09OpzrjiHiwKepNawDkZrqTMHrsAjq67F7lBpLdQNcnabcG4K5xKggivAt2JLd1NfWwOQQMKsrEjNFFctPRbpszad+/EofXNUeUH8+dz1RjX10HFk4uw0UnTwz5fqWatzqtVt5J1mnlGB9Qb/7UHzWvWVJDO61G0+f3SvMt+Pmpkzw/G6XH5XKJWDZrCP779X4IoojfX3wUPtlQG/HfU5Y66LEn/+c5Fazf3oAORXC3x+Yeu0Qyx5IcrO/EV9+5S+mc84NxcIou1LV09y7aazB1VGHExx/u2FVNF544AecvHw/BJcLQOwdKlPd2tOcgTsElf679nbPC0W11eJ0r7GGMXZVjxkyzHlqNJiFjh7G4PiWzhB3Zl5aWoqWlBU6nE3q9+zAbGhpgNpuRk5PT52cbGxu9bmtsbERJibvGj9Fo9MosN5lMGDJkCOrq2JQjFqQBNAB090SvuVGyBIQouUXakDIUDqcLLR3uYJQ9wZpNKgcRXUF8rueML+nznM2ZEFlJE6vNCYfTJYcH7Q73gEnrp/xVtJs+BUtQnA/1vQ05dVotMkzqZbckakPJQAsUF/7hY/nrgV4HweWC1eb+LLizy7SKf/MegCpr0v/46NEDBjOj8R6NNoOiqWssBrud3e4gaaDSDAU5Zvz0uLH4elsdOrq9JxvJRtlcSa/XejVFbumwpVRwfCDKxpSp+Lil11pqbiYFx3tsiXXdDYdyDK5T7H6VksXDbZorZZ7pdBpYTHrY7EJUx/jUl1rXLKfitYyXqsoKXHb/pwDc/amyMwz4oQpjmAtOHI8n39oGwHv8RfHz2me7cLjJszPL4fScZyOdY0mNFA16rTwX+GrLEbz55V5kmPR4+FeLQz5eNcau0ZCovfCiPQdRjs2MKtUat/mMn8Np8umQGxtr/M5DKTkkbEX2CRMmQK/XY9OmTfJt69evx5QpU7yacQLAtGnTsHHjRrlekCiK2LBhA6ZNmwZRFLFs2TK89tpr8s93d3dj3759qKiI33aYdKI8wVht0Rs4V9fUY11NfdTun0gyx09zjWgE0ZRN0AyGxDpdK1fCu3sc/fykW3VNvRwMHlRoQbbFEPHn9eMNB/HLlV/gtc92y7c5HIEHNFWVFTh14Yg+t8dyUOt0KQMV0XlN121vQHUCngsDPf+SYF4HZfAl02xASX4GLjppAi49ZSKK87x3lflbiOhPdU09si3eJW0S9Zryza5GvLNmn9fr7IjBNsn2bne2174jHfjflsMBf06aGKRKcNyg06Igx4yS/AyMG5qX1I8rHD2KXRgmgw6NbVYcauySSxwlM8HlyUKTMvCkBYAee/IHe6VFQp1W49U3SQqqhJvVJi1G6rTu4DgQ3hi/tqETtY2Jse082fhe58MdV0nXSn2UxiTBsivGb3aVFnuLFDXGfZu4U3x0+5wnfAORkcyxpEQiZdBUSqIQwnz91Ri7ppNoz0GU75fq7fXYWdvWz08HxzcBLazguMOzMONyie5Snx22AX6LEk3Cpn9kZGSgqqoKd9xxB37/+9+jvr4eTz/9NO655x4A7izy7OxsmM1mLF++HPfffz/uvvtunHnmmXjhhRdgtVpxwgknQKPRYOnSpVi5ciUGDx6MgoICPPjggygrK8OSJUvi/CjTg1MxYe+2OSGKYlQam67r7dauRqYBUX+kIJooiui0OmHUa7Gupl71VXJloPfLbw4jK8OAySMj3xKohsXTyrHmuzrsrG0LOlts9OBc1OxvRWGOGTecPROfbKiN6BhsfrLpbQ4BJqPOz0+7xTs7eNGUMswcWwxBcMkBW5cooscmQHC5YDbq5QBNsBI1q8WfSLOClO+1DLMeORYjFk4Z5PdnhTAWIu66cC5+terLoH42nqpr6vHlt0e8bgtnMB+qjm5PMPSZ/9ZgwWT/z32kgbdEoBy7GPRaDCnOwh9+Pj+ORxQ/UnBcr9NAqwV+/devAABnHzcWx84aEs9Di5jT6XmPSudes1EK9iZ/5rgc+PSpvavrHYf77rgJlvT50Gu18mJCOMHxRN3plAx8F+nuvHAOVm8KvGgZiBQ09Jc57nC68NH6g7A7BUwbVeRVukxtWo1Gfkw2hyDX/o+E8n3vZOZ4QvA9T/gu7FfX1CPTrJd3pWaYdEHPsaQFFqPivSONtSPZORDLXcPBaOuyw+US8d2eZmg0wJDirKh+NvsT6zmIcqy7ZXczinIzMNpPQ9dQ+AbHXaIIp+AKqWZ9hkmPkvwMmAw6fLqpFs+9/z0A4PHrl0al9j1FR8IGxwHgpptuwh133IHzzjsPWVlZuPrqq3H88ccDABYtWoR77rkHK1asQFZWFh577DHcfvvteOmllzBu3Dg8/vjjsFgsAIDrr78eer0e1113HTo7O3HUUUfh8ccfh04X+UWXBqY8iYmie5KlxrbcZAoIUeq544I5uOe5Dei0OjEvSsFV5YDxu70tyLYYEyY4rtdpMajQguaOHmRZBm4gWVVZgT88vwGAOwCRYzFGvJClzGaUDFR+xj0R93Q6NxuDH3SrwaDXIVfvfe1pbu+Rg01XrZiCmWOLQ7rPRCkZE6xIFii6FLsUMs39X0eUwc3nP/geFeU5AQPpgPt59H3/JOpiq0ajgV6nhVbrmQw6Y5A53tHtqRMq9NZSVG7rPVDfia+2HJGzZZI5UU8au2jgXY4iHUkZ1GajHjqtFnqdBk5B9LtAmWy8dmj1TmCHlGRiQmc+ygot8Tos1TgVW72VVMsc12kiCo4zsSV8KxaPQlFuBv72Tg0A9+cznOdRrh/vJzguiiJe6m1qmZNpjGoA7orTJmPVa98C6O0ZosLHT/m+T8cmdIlWctQpuLx2CAD+F/Z//dOZuP3ptQCAny4bi8a2nj4/44+tt0SLMjguJUcILjGiBL14J9co/fX1Lfj+QKv8/SkLRsQtOB7rOYjd6T3uUKc/Xt/7cDhDC44fN2cojpszFADw5beeRUqbQ2BwPIkkdHA8IyMD9957L+69994+/7Z9+3av76dOnYp///vffu/HZDLhxhtvxI033hiV46T++V70rDanKsHxZAsIUeqoqqzAJxsOyoM1lyhGZWLn+9lRa5upWi44cUJIP9/S4X6+6lusA/xkcGx+guPBBGvKCjJxuMm9jfusY8egOc7b3pRZzeFm8SVaVkt/qmvqodW6G9WUF1rQYXUEvUChzBy3DHAdUQaLP9lYC5tD6Dc47v6d5Mgsu/DECbjwxAmoa+7GTY+vARD94Lgoil6Z44A7sGjSeiahhxq78O7a/fL3yVx+RK4fqddGZbdbMpFqb0u1uE0GHZyC0+85ONl4lc/pzRw/Yd5wnDBveLwOSVVZGQYMKrT0GXdLCz7hXnMEQVFWpXeh0rdcgj9MbFGXcqeZw+mC2X87iH4pdwH4u3+dVuP+O1E+nSszxdVaeLvjmWr562S5vqsp0XZm+FtA853rVFVWeJUHCmWOJSU4mJRlVRSL24JLDKrMnj/SrmGn4C6ZYYjSruFg+I73fAPGsRbrflySK0+bokqTVX+JVQ6nCxmm8O7PrNjBbLMLyDQPnERGiSGhg+OUGnxP4N02JwpUuu9kCgiFItFW+qkvr4BqlOImvgPGWJRNCJbNIcApuKDTauQt6ANpaHUHx9WqL+q/rEr/z1FVZQXWbHU3Yz5m5mBUTitX5ViCJTe+UtR/1amU2ZRIWS39sTtdcrbi/MllqJxWHnSJHWXzV4vZgPZuOx59fQsEl4jTKiswfni+/O99GnQG8dzGIvtaTcpsFIczuhN/EcC1P56G96oP4JtdTb1/0+UV0PB9/mJdVkXNa+eyWUMxf1KZ12M6UN+Jw01dMOi1mDEmtB0eycwqZ467X2ujQYeuHmfKZY6nYnbXstlDsWz20D63S/2bIs8c95RV6Q6iDA0TW9Rl0HkHx8MhvZb+goYajQaPX780JguE3sFx9a/FyXZ9V0Oi7cwIJjgOwCtTPJQFvP7Kqkj3pY+gcMBVp03BPb27YDNM8atAcMbSUWjvduCvr28BEJ3PS6hiNQdRvl/ysowhl6L0x99YJpI5t7K8p79dzpS4GBynqPM9uajdzT5ZAkKhSLSVfupr2qgivP3VPgCR1bHrj8Pp2yAkcS6w7369H298sQcWkx6rwuj+rgYpa7Egx4SCbDNMBm1Qncvlhj0q1LMM1Ztf7sVb/9uLrAwDHvpFJQBA75PVEq7qmnpoNYB0F1JzrkQ7j4xQbP18bfVuGPS6oCduyuavFrMePTYnava3AvA0i5T4ZokF8zlNtslzfrYJ91+5EAa91itTJRq0Gg0mjChAZ4/TKziu5Fs7NNaZ42peO01GXZ/+Bf/5316sq6nHkOLMtAqOS5M7aSFUCmINVMYqGfjLHE8HEWeOu6RsY40cJAq2rEqqJrbE2obvG7B68yH5+3CDOZ6yKv7f/7HaObNlT5P8tdoLbyajLiXKJA0k0Xdm+Ovj4K+ZeG6WZwtEKGXNPON7Zea4YnemIAJhJvFWVVZgz+F2zw1i/BYdxg1zJ4K8XZqF/XWdCXEtljLrlTsMo9KPKwrXbH/PX6jZ+PvrOtDV40R2hsEraSwVkgjSSfqMAiluCnPNXt+HU5MQCNzRXjoZF/X+Hb1OG1a39kQS7U7PFLnRQ3IxZoi7AYi/gZ0aEjlzXJpQd9uc2LSjMaTP9ajyHIgqBM2kAcfw0mzcfM4sXHfmDAwpyRrw9+TMkjgEQuTGV4rBvnLgHmlwdvb4EgDA0JIs/PbieRHdV7Rs2dMsfy0CaGwLvsyOlDmu02pg1Gu9JvO+wW/Bp+B1MM9ttsWAa38yDb88Yyr+fNXCoI8r1hrbrKhr6UZnjwP52SZkZRhilvVq0AV+v/rWfox15ni0r515vRP2pvbg6p+mitOXjMKvz5qBnxwzGoAnOJ4Kkz6nn4l2U1sPvvz2MD5cdyAlHqM/WjXLqoRRc3xO77XK67YkT2yJtS+/PYzvFNfTsDPHBc9CRzwpg7pqfe60vYH9Hy4cidL81A+OV1VW4NSFIwL+e7wXoJSll6Q1F3/v29njPOeHUKYLUvlJoyI9XLk70xlhI5TCHE9MIzszjBpGKjMm2EL1zT+bFfW/oZxzi2L4cSWlQDXHQ/HGF3vwx39txPMffA+zIvmqR4Xjo9hh5jhF3fVnzUB7tx2/fOgLAMHVJPSnv4yw3148T77/ZMv8AxJ/pZ/8k4JR0cscT9ya47PHFaOj247Vmw7hoVe/wW/Om42Rg3L6/R2LSY9umxOTRhaokokkZTOaQswAl7IBdta24Z01+zBmaF7Enc6DNXNsMYpyM7wmoTqdOpnjVZUVePQN9xZLtZqeStQqVyGKIrbs9mSHzZ9U6pVJPhBp51FmhgEajcZrkcF30jO0JAvzJpbi694yOs4gnluDXpcwTW/788R/tmLHwTbMGleMK0+bEtO/7VvjVkmZrf/ItYujHrCP5rVTcLmg1Wi8zlUnHTUc3+5q8mpCmg5KCywoLfAElky9WXmJsJU7Uv7Kquyr68BTb28DAEwfUwRTbkZcjk0N++s60N5tR6bZ4HWNjqQhpyiKWDhlEASXC+VFmWhodS9wOpwuOJyuoLL5pMSW42YPhU6rwTtf70/InU6JzHdMGM4Y0eUSkWHSQ3CJAV+3lg4bum1OmAxaFMXos6BGsM8puOTdS+m0KySRd2YoA5k5mUa0ddr9BiHDDWj7zxxXli6MbL6Wk2nE3AklWLut3isAHy9SbfVEmB9WVVbIzdgl0cisn1JRiCd+vRQPvvIN7vxbNUYPyY04KB+o5ngopLGEQa/1LquSIAsXFBwGxykmLCY9Mkx6WEx6eRU/VIHqplVVVvTJEEyU2mrBilcNRtY2j4w0eIvWgoxvRnoiDH4kw0qzcfycoVi9yb2lt8OnpIU/ckaHSuVMpMwi39IH/RFcLjmAt3VvC7bubcEJRw2LWXB8VHkuRpV7/y01B+7SYM6gclBSrXIVtY1daO10v1cuPWUijppUFtLvz5lQgmHlubB2uwfgvo2WlI6aWIajJpbB7hCwcUdjRPXcE42nRqwWLpcIh+AO5EYzALDmuyN488u9ONLcLd/WNzgufca1QfciiEQ0r51/e6cGX357BHlZRvk9q5TOi9dGY+pkjvvbou3bTCuZvbd2P776rg4jyrJx2/lz5NsjKaui0Whw4Umehtxrvjsif+1uVBdcRuUVVZPx5pd7oddp8YszpmLL7uaBf4lk1/1kOnYfasfvnl2HrAxDWDvytFrNgKXxHnrlG+yr68D8SWW45JSJ4R5uv3yPXY06vcrPdjx2CsZTopYcVZZWze0nOO5emHZnBocyLrbJO0OVNceVTe8jHwdK14cee/wygu9/YSOsdgG7D7nLvCTKdSpWGew6rRbZGe76OGrsqrb1Jk3pdRpccsokGPRar4SAYJy/fDy6epww+gTHE+W1oeAwOE4xoddp8XCIdYnDzQjLykjOjsDxWOlnbfPwdFrdTVC27WsBEMXguG/gKYFqjgNAUW4Gbj5nFrItBhRk99/S2+US5edJrQCeMnN87bY62OwCRgzKwdB+SqvY/WQ67j/SocrxhEvKgBZcYkSZ4wBwsKETALD9QCtaO23Iywqz1boPtZo6ScEPDYCJI0NvzTxyUA5mTsxES0sXnE6X96QnwARKKr3iW4M8EJtdQIfVDrvDnRWZiJyKbfA//9OnEFwizjh6FE6YNzxqf7OpvccrMA70XcCTP+MxbGwYrWun9H7JzzZj8bRyNhBUSKWyKv6C42OH5mHVLythMuq8yl4lI089ae/EFClRRY3SRwU5ZowenIsMkz7oAG1VZQVq9rXI46jTl45KusSWRFBRnoOnbzwmqn9DysINtQZvKJRjn8XTyjFzbOQ9HZQJJc+8U4P8bBMmVyT+zjA1VNfUI9Osl0vRZZj0CbEzwytz3OJeRPPXT2lXbZtcTiWUc5T0Hg2YOa7C+U5a+I9no8W9Rzq8GtRH87MZiliOCfTy2D7yObjd7r6P/GyT35JfwSjIMaOgd3OWcpGADTmTC4PjFFUuUcTWPc3Q67QoK7SEFKgJJSNMp9Vi+ugibNrZiCHFiRnMCEasV/oTrYt5smhq65EndEDwQbdQqbFlNpoMem3QGdfKAMS/PtyBoyaWItsSWb0+afBhNurw5Ftb4RREnL501ADBcc8gJTfLnbWyr64ToijGrOmUP57geGSvcWOrpxZye5c97OB4tMpVSA23hpVlyxOjSGi1Gmjgrl0eKDNcH8IOj71H2nHX39bJ3z95w9Fh73aKJkHRQE2v10KwC33qfattaEk2lkwvx/66TrkpVaCGnIJLRFePA1qNBhmm6A81o3HtXDilDBWDcpBlMWB+7w6HRNymHgs3P74GLpeI4+YMxbGzhngacqbApE95XpAWdfQ6bcxq+EfbT5eNQVXlyD5N7SJtyKk0dmgebj4n9G3tynIJoTTdo9jy1DWO3jVG+TkcVZ6jSqKTwydQd7ipO22C4wBw96VH4dONtVi96RDGxGh35ECk4LjJqJOvI/4yfz//xtNoNpRzlKesiv+a45Huzly/vR7vVx8AEN/Mcd8ygdH8bIaiOC8Di6YMws7aNsyfHNrO0GBZbU7YHII83lQzczzUMp2BGPRaaDUauESRwfEkw+A4RZXD6cIDL20GAJy3fByWTB8c0u+HkhEmB0Bi3ABMTdU19cjKMKDTGp1Oz6xtro7mDu9mbLHKHE+k4Pi7X+/HN7saUZyXgQtOnDDwL2jg1cVcjQUFOXO8d5DtFJwDbumzKZ7DMUPysK6mHp1WB1o6bCjIMffzm+p45+t92L6/FeWFmfhxb3M7oHfw7ox84K7Xa+X3TSRB3WiUq9hzqB3b97sXlaZUFGDL7ibsPdKBTLMeR88cEvax6nQaOIW+Wfcbvm/AkeZurO9dBAxmgmW1eb9/7A4hJuVBQiVnjus0OOvYMRBFESPK+q/5H6mpowoxdVQh6pq7cdPjawD4293ifo577AKu/svnmDW2GFeuiH5N9OqaenmBqaI8Bw2t1oivnZNHFnrVn0/Ubeqx0NBqheAS5fNrqmaO61Ow9EJulgm5fhZJ5ZrjYZTisNqceL/6AHRaDWaNK8agwvCSUpTjgP+u2YeLT45OyY5U1NppQ1unHUV5ZlhM+rAX952CC4ebuqHXaZCfbfJ7vZNKkvjL8FWL8r2g1sKU75g525KcO4vDIY3PGtt60NJhQ21TFy6rmhzno/L0HbOY9PJOHcHPOUgZ7A1ljmWXy6ooM8fVa3pf1+JpIN9jF+KWWOObDJIo1+IMk96r5FY0rN50CC99slP+XpXMcT+LKpHQaDQwGXVyIJ+SR+LN+CilKE9YrZ127DzYBoNei+EhNGALdkIqTWqinT3nS+263defNQO3P70WAGA2qjtRi1dt81Tj23AkWpnjvhORWL+3+3O4qQs1+1vlhRyn4Op3QmMy6HD+8vFY+dq3AAJn+QbLKbjkYKfZoMPdlxzlboIywMBGGTwfMyQX62rqAQD7jnTEJDi+70gHvtnVhC7FAhggDd6FiBf3BhVasL+uEwsml2FIPxn0wVC7XMX76/ZDetknjyzE/7YcwWebD6G8KDPo4Pgjr30LpwhMH1WIBb1ZKTqdFk5B6DNAXrO1Tn59geAG0HlZRkwdVYjdh9rxk2NGJ2z2qHTO0eu0WDytPKZ/u9+GnD47H8IJvIVrUKEFBxu6UJqfgWtOn4pPNtSqev++i9dmoy4htqlHm0sUsXzeMPTYBLl5bn/B8WTrZaLTalCQY3I3kuz9vIuiCJtDQI9dgFGvg8WcetOlSDLHrTYn3vhiDwD35y7c4LhyHJBIi//JYO22erzw0Q4AwJ0XzoUoisjLNoW8I6u1wybPOa5eMQUz/JQzMcqf99hkjvuWAAqX8vp0w09nYNywfFXuN5nI9bFtiRGgkzLHpSDqxadM9JvIoTwfhHKOysowQKvVwKLYsaZXqek94F0/WhTdx6lWtnGwRFGUx4BGgxZ2hytmtb4Tge/cWI3M8UkjCmAxG5BjMeB3z66Dw+nCKQtGYHYIJVZufnwNOrrtOHbWEFRVVsDcGxyP5w4DCl3qjfYooWQY9bj7knlwOF34+7s1eOOLPZg8sgDX/mR60PdRXVOPDJNevqBmmvvWTWtq68Ga7+oAeGruxoqadburKitQ51XTVaN6yZNE7mKeLJrbvYPjajR48ac034KZY4ux4XtP5qvgciVEDVSpBuDBhi5c9qdPMWF4Pn5xxrR+f0en4gBVuU3NaNAhJzO4CaEyG2V4aTaMei3sThf21XX4nRSqzakoh6EkByoiXjRw379add3VzJaV6o1nmHSoKM+RM7pDaVazdV8L2rvsGJSfId+m12pgQ9/3lFbjDh5Lk+5gsvIHFWbilwO8jxOBFIRWK4gQCmV2rUMIvIB30UkTUBiDBSfAfV2r7l0IMRp0yLEYo1Iu7LcXz8W1K7+ECGD53GFI3n1qwdNqNPjRklFet0n1XP0Fy5Ktl8ns8SV9JsAigCse+AwAcOaxY3D8nKFxOLLomjA8H0aDNqzyVi6XiAyTHoLLJTcFXre9HlabE6PKc4NemFUmFoTTTDKdNba5M1hzLAY5uH3O8WND3oWlvG4Gup5IWbjRrGusDI4/+sZ32HGgDWcfPzai+1Qer1oZocmkub1HXuBPlOxVZeZ4f8kHytdu1rjgx+Z/uGx+n9uUc6aIg+M+z2OPXfAbHI/mIrHyMVhMetgddq9dsalu1rgSlBZY8MYXe3C4qVuV4HjltHJUTnPP56U5T1tX30bs/enucaCrxym/PnISAcuqJBUGxymqtFqNnFFSnJeBPYc75AtjKC4+aTxWvrYFAHDFaZPx/YE2r39v7/acwKKVxRuI2nW7S/IzMGpwDnbVtmPkoOhsk0/n7eFqiFVZFWnS/tnmQ/jbOzUA3CvkOpV3FIRDuQ3S7nR5lQIKxGtro4rZG2Zj8JMeZXaF2ajDkJIs7D7Ujn0xasopBb9966tKmS2RDtwdcsd1dd4j1TX10PeWLQEAi5/FyUAClXGy2gRc+sdP5e9DmbRNGlEAq13AoCJPF/lAGZCX/dC9hfjFj3fgvbUH+mQ1JzMp0K+P4ULZq6t3QafVoKLcc13qkzne+/4eXpaNhVMGxezYAHc9WcC95fa85eMjvr9/fvg9mtttmDgiH8fMHCIvHpt7F+tdopi2C8omo1SDuO9nN5wxUaJlm2s1GpiNOvTYBfSEMWZNJPc+vwF7j3RgzvgSr+3u/hYFglWUl4GHf7VY/t4linjsje8gAjjzmNEhBMc95w/GxkMj9RcpKbCgo7sNIsLLvs/LNuH6s2ZAEFwYFmBXr6fmeBQbcvrM3bp6Bh5TDkT5fKiVMJBM7nluA5ra3e+TRMle/dlxY3HqwpEYqBKJlMgyf8ogVJTnRrRztqzAgmt/Mg06rRblYe5y8RyXb3DciVw/yTnRXCRWnjctZgNaO+2wx7HEi9LXW+vw2JvfAQCOmliKS0+dpPrfKC/KRHlRJpraevDyp7tUnYPrtFocNbEUOp0GZYWWgX9BQaqBLu1Ak3dtJMjCFAWHwXGKmVMXjsQP5g5DdohNVqoqK7DrkCcYbtDr+ky61Fg1DFa063ZrNBo5kyeUDt2hqFaUGgDcdfjSYXu4WqTM8Ykj8nH1j6Z6bdmLBmXtPLvTBXPkfQwj5vvelGqJB9LYapW3YQORZ0hnmHQ489gxsNmdGFycBcHlgs3ugggRmebA5xhlINZk0GF4aTZ2H2rH/vrY7DiRAri+GVrSwkGkNcelRYOafS1obLOiKDdjgN8Y2OjBuajZ3woAuLxqEnYebA/q9wYq4zRheB627WsNKTh++WmTkZ+fiZaWLnmyJGXhB3ruPB3tUyf6oqw5/sJHO3CosQvjhuXhpPkjovL3RFHEB9UHYHe6cOpCz9/wnbA6pJ0LcS5Ho8Ykcdu+FtQ2dCErw3uobDG5t8r61qdPJ1JGlOAS8dpnu/DW//b1+ZlQxkSJmG2eYdKjxy7AmiBBpXDZHAJsDiFqO9wAyI13u23OkBJglAua0RrvpqrGNnfQszjXjFMXjoBBp0VJfmjBHMD9WZ4wvP9yI9JOkWg2/XMoxoQV5TmYqcJOPofieL/Z1QRBEEMq65nMHE4Xmts9iTxOQRyw/GEsKHsg2OwCum1OOAUXivO8x6oOFRskWsx6r/4hkeiTOR5gHKB24pySciwrlfwS4R4XGvTx3SHR1unZWb1max0uPGlC1N5zcjldQYRLFCPqs6QUbkBfikUZDN7BcWaOJxcGxylmyiPICKpv9jTA8O0+DsQ2OB6Lut2mGK82/vaiufhk46GBf5AAAC29meOl+ZaY1JrzqvGbIB3JfQORHdb+t5/Vt1qxs9azyBVphrTFbPDa6v7Ai5uwZU8zJlcU4NofTw/4e8pMIqNBJ0+UWjps2H6gFeOG5gEIL5MxmN+Rg5o+Gb86OXM8stf3sh9Oxn3/2ojaxi5s2d2MpTNCa4Lsq6qyAs++t10Ojo8qz8WkEcFPMvor45RtMWLbvlY4nC64XKLcIK4/Bxs60WETkG3yfO6kzPFA2SOhlKzZfagd763dj+qaepTkZeDiUyZi9ODcAX8v1pQ1x3fWtmH3ofao1kW2OQT5s5OXbcIt58yCQa/tU6dfCpZHe8FwIIJLjPgYHPJj8f6smk16ALakD5oG60hzNz6oPgCzUYfj5gxFXpYJ44bm4Zzjx8Jo0GHexFJoNZqIxkTRDCQMpKHVirZOO4wGLYaVegJnctZXkk9s5VJeUd5lcvelR8Fs0MmB1GAIXpnjDI4HSxRFNLW750WFuRmqBf4CMfUG3KJZVkU5pvzx0aMxtncsFgnl8b7y6S60zLSlTXC8sc3ap+xXj11AVkbo54Fo7ex5r3o/Xv98D8xGHR65donXv8mNNUOYY9kdAvbXd8Ko16IkPyMqzdSVpcQKckxyX5VoJ84pKc+bytrqNkf8g+PlxZmw9C6UDivJgiCIiNYhKZMwBMEFbQR/6M0v98DhdGHc0DxMrgj9fOpyeerAS8e1cMogTBpZEHZPDooPBscpqnYfasd9/9oAg06L686cjhFl4ZUJ2bq3Wf7a4SfAEcvgOBDdut0OpyBn0ERrtbGqssLr2DNMhrhMSpORSxTlhpwFOaao/q3NOxtR32qFxeSu3W/Qa5GXnQBp4+gb3LbaBHdDsyC3rkYaHPclb/sd4DMzfXQh/nTFAtgcAnIyDRiuCIas3lQrB8fDyWQM5ncCZY4fO2sIuqwODA/zHCkZNywPGrizSNTaAi3FrEvywptsBCrjtFuxI8jmEJBhGvi+126tgyXDiOVzPQsjcua4z3uqsdUKQRTRYxeg02r6lLLxZ39dh7yzpr7V2qdxaiIQRdFTnkenlQfi0bwOKneG5FiMGBVgwUAqXVOzvxX3Pr8BQ4qzIq4bGwx3pri7NINajVSlxRbfc5r0PrUmebmNYNW3WPHJRndz00VTByEvy4TBxVkYXOwpnRHqmCiWgYSBfLb5EN7+ah9yMo34y9WL5Nulc12yv87SgqvvYtGW3U34ZlcT9DotfnzM6JDu02YX0NBqhU6nQVGuGQa9zm9pgYEoMyAFBseD1q3YuVKcG/2+Dp6yKrFpyKlWpulADaNTWV2Ltc9tNruArBB3bwPq7uxR7uqSrq3+xi7Swsb7X+9DYbYRx80euO9DQ6sVv//HegDAdWdOx6QRBREfry8pc3xKRSF+9WNPf5pYJM5JlOfNmWOLcVplBYwGLTJM8a+rP3lkIVYpSm5Fw6urd6FmfwsONnTJt7nnn+E//k821KKtyw6XKIYVHFfGpqT3daxLC5I6GBynqHI4hd4uyq6ItrtoFEENf4MzfwHzaItW3e713zdg7TZ3cEZquBNt7q1Y6VePLxwd3Q55YJJtMaLT6oAguORtgmr6cssRrKupx+jBuQl3kXX5mch2Wh3Iz/b/PEwcUYDbz5+DO/9WDSDysiq+TP00iFMy6HUoyPEMoMqLMqHTaiC4RHy3x7MI55vJGEzmTDDZj3Jw3CdQe0yITbQC0Wg0MEjd61UKlkqTAVMItd2VqmvqkW0x4GfHjwMAPPf+dqyrqffaTRRMcLyprQefbKiFTqdF5dQyOZtNr/Wfdf/I61uw90gH5k8qxRO/PjqoY/XNPk+UJlZKLlGUM8L0Oo3X1tJoUQbHsy2BJ9e/OmMaBJeIR/69BZt2NsYs4CW4RLlmsVGla1mgzHFLmgXHlbVq+1scC2VMFMtAwkDkrdA630WQVMkc9y4/Jdl9uB0frj8Is1EXcnB8X10H/vD8BgDAbefPDjvxRRmsjKSmcLqR6o0DQFGEwfGdtW148q2t0Gk1uPpHU1FW0Lc0i7QbQHBFrzSHd3BcnZ1HJfkZWDK9HKs3HerzN1JdvZ/geLh1x9Xc2XPFnz+DXqvBaYsrMH10EYpzM6DXa/uUQlPO9ffXBVf2UDnmNSkCpW1ddtz3zw0QBBE/PW4spo4Kf6eFPB72s0MmmolzSsrzZl6WMW12Q0gONXZhV613ecdIk0OyLQa4RHdZzs82H0Jrpw1Di7MwI8jyTo4072+QShgcp6hSBq237m3Bn1/eDKvNiXsvWxBSlslplRX44pvD7vv0cwJ0RHGrXyCBAj6RrqwrBwRzxkenSabv9tV0GjBGSlnDb9OORvztnRpoNRo8eUNwwbdQiL2B1ES80EpBXqNeKw9IO7rtAYPjgHe2dKSZ49v3t+Cj9QdhMupw9nFjPV3Bgwxm+stc7Oh2eGUuAt6ZjOOG5uGGs2f2ex++v+M7KPbUio7ea2rU63qD4+qcF6UdLJGUEPrtxfPkXgrjhuXhkw21XpOLQLtkAj3Hl/9ptfz1oEILhpdm9y3xEUY5Ad8AcyIGx5XHqFdkjkfzPN6haHqdbQl87dZoNNDrNHIwRYxRHWHlLolQtmH3h5njbj1BNj+urqmXm1gC7mtDf2OiWAUSBvKDucMwb2LfsZa0EJDsDTkDLchmmg0oyjWH1NBavk/FuUY6v7pcIqx2J5yCGPT4Xnkui/UO0GSmTJwpzMvAyle/wcGGTswcW4yfHDMmpPvqsTvlQGqg0jZGRaDR7ohWcNzzt//54Q6MKMvGmceG9lh8jRmShzFD8rC/rgN7DndE3NMlmdS3dPe5LdhSncGMbZfOKMexs4aGVGrFKbhgswuQqlIPKswMWHJCGegeUhLc3ygvzMSt586G3SH0KeUqNeyO9LptH2A8HK3EOSXlZ8V30TMd+K0gEOH4966L5slf3/bUWhxs6MTCKWVhBceNcS5tQ5FhcJyiyutkYdCirdM9wbba/Hd3DkRZU8tfwEd5ET1+ztCAzbjUrpv224vnITvDgI5uB646bQq27muJ+D7HDc3DRSdNgN0hYMn0yOoFB6LRaHB51WT89fUtAFKrUV20SSVVAMgNZFyiGHTN5FBcuWKKu4RC7+RWmrjEuxs54GmelZtlRENvFtNATTmVk/NIg+NHmrvlbJafHT9ODogNFMwUXO5dLANlLvrKzjCgw6fERjjZj4ECFWqw2QX85qmv0dl7nGptgT7S7J5U7Kxtw7e7mzAlxC2HVZUVeG/tfrzxxR5kmPS4/8qF+OGikdi+33O+DPS6RZJhGqicQH98A8zR3EYeLu/AlEZ+fNHcQeWbOf77f6zHkeZuLJo6CD8+um/WqVbO5o/NtcXmk2U2e7wQcT+IwBnF7vFId5o05JSC3Rp4do80tFrxzw++h80h4Mxjx8i1uk9eMByvfLobgDvoPJBYBBIGkp9t8ruom9H7WK1Jnznu6U+gdOysITh2Vng7lpSfa+n889TbW/HVd3UYXpqN2y+YE9z9KM5ZDI4HT2rGqdEABdkmtHTY0NDaI8+xQuEVaAswLlHWkbc7BViiED5QXnu/P9CKI01dEQfHJboYLCAnGmnBI8diQHvv9TvYXTDBjLsAhJwQJoruevLdNidGDup/t4m04H3ByRNx9PTyoHaWmIw6mAxamIw6rx4sJoMWS6eXQ6dz1yKPhLTA0NjWg50H25CXbfRqfB+txDkl5XOhj8JcIhJfbTmCvUc60N3jwKxxJRg9JDesUj79kXpvGfRa+bqh5vVDOt+Fcp/KJE1pN+emnY2o3lYHEcClp4TX5JNij8FxiirliSVHkW0W6sqtQTEw85857rntx8eMDhg8VLNumjR4+OeH3+PDdQdRkGPCn65YGPH9lhZYUOpnW6PaRpRl4/wTxkOv03gtPlD/lJnjC6eUYURZdp/60WrSaDRobrfitqfXwuF04RenT4toS6BaBDk4blIExwNPzFo6bKhV1IeLNIMnK8OA0UNyYbcLMOq1ciBsoDrb//5sD95Zsw+FuWbcd/kCAMEFyDusDnRYHQGzwoPNfpQet2+2x7tf78fBhk4MKc7C8nkDB5X8cQguedIMqDdYVAaIw+2DYLML6LELUJ6alWVa+pu0hZthKj3XTkFEfUs3BJeI0nxLv4tYfYPjiRcY880c1/dTt1MtUsNdnVYjN1vqtDrQ3eN9LW/ttEEDz+TNX/mlaFBOTD5YdwALp5R5NVcMlSh6mivp+2SO9wZNkzyjOFjSVnyTUSeXx3MKLmze1QTAvWUdcH9OX/98t/x7JqMOJx41vN/7rq6pl8talRda0GF1qB5ICJecOZ4AjVcjSewQhNAXCQfidPUNqIazo8IrczyNApeRkq7zBdkm6HVauZRUONcAIYha38rdONG6Jo4Zkotbzp2F1z/fg+/2NA9YIi8U+hgv1iaC+lZ3cHxoabZcMjCU8VugcdegQguWzhiMP72wCUBopVYMem1Q41vB5fLsTg1xkdvfPN9s1OPc5eNDup9ApESO7Qda8fvn1qNq0Uic6vMc+NspqSZlWZXmdht+8dDnsDtcuGrFFEwaqX6d9VBU19Rj085GAO7SoDf8dAbGDctX9W9I1wqLSY82p3v8oWaSXzh9fPyVVTnc1IWvvquDTqthcDyJMCJGUaUMNOQoMsV9J9QDcSgGSf5OVk5FbdD+apurWTcNcA8+Dta7a6E1t9uiVosvGorzMuTMZwpec2/meLbFgGGl2REFYIKl12nlAGU8Sgj5I2Xl5ioWvfrLHP/i28P492eewIlvfehQzRpXglnjSuTvjUHWHLc7BIiAHKT1l7kYDGVgNpTsR7msik+AduveZmzZ04zJFQVhB8d1Wg2Omz0UH6w7AEC9SawyaBFu5tX44fmo0sDr/GwKYcIdToapNIHYvKsRX3zrLsu18peVyDQHzmLxnTwnYlkVk1GH85aPg1MQMaIsG9/1NqyOblkV92c7K8MAjUaDJdPK0Wl1YMQg7/Pfvc9v8GoEFqv+Z1kZRiyeVo7PNrtry0YaaFM+l75lVdKu5nhvhryy/IbFbMCE4fkwGXRen6f2Ls8CabATy5L8DBxu6saIQTn48TGjVQ8khMssL4LE/xwQSWKHM8CCbCQEr2xj9/16dlSEEhz3vEcScZdOomrqDY4X9masSueocPqMKK95gd4jJsU5MFqvk8VswKjyXEwZWYDv9jS7x2oBdgEHa9OORuw61Iaa/a0A0meXrFNwye+RYaVZcnA81IU+f+Ouw03duHbVl/L3kTRR3lnbhhc+2gGH04VrfjQVhb3185XvsVCD42rP8335jlV9EzuqKitQ19wNh8OFrAwDcixGzBpbHPF7WUl5/jUadPL4LBHGq77HEI2kDen9MajQgkVTB8Gg0/bbC2cgDqeAPYc7YDRoUZpvkRMyQzl2u1dZFffv52ebMLw0G2ajDoLLFVKJR4ofBscpqpQnFmUZlVAGz4A7O1vib/Anb3/2mcSGUxM4FJt2NMqDLsCdVVySH3nWd2OrFRt3NKLHIeDYmYNh6SeYE46WDhv213UgK8OA4WXZSRPQTwRSWZWC7MiaIAWjqa0HGo076Hna4goY9VoMLs6K+t8NhktRDz3TrEdXj1POLvXHN6ivdgaPFGh1Cq5+S9zMGleMorwMOZjuuwXyqbe2AhrgopMmQhRFPPmfrV5ZckDfc0Z1TT0yTDo5iJJp1gfMfpTLqvhk8ZXmW9DebUdJBAtWGSY9zlo2BrsPt2FXbbtqDTmVmWXhvm5jh+Zh7NA8r9uUwfGBtvtW19TD2Nto1GzUwaCoZ7z7UDtaO23IyjB4/Q1pAmEy6NAB9+RhoMmx72A4EQM2JoPOq+SWXHM8mpnjvbtCpAnIcXOG+v053+c3VpnjFrMex8wcLAfHI30uvLKAApRVcThdSbUgHi4poKJsxpmbacT1Z83o87NLpg/Gp73N74KZWFZVVuCDdQcBAAU5ZuRYjFELagTy6BtbsH1/KyaOyMcliuwuTyZ0/+XCQhVOFngkAR+5vJTPNbGt04Yjzd1wuUSMG5YfUlk45eK2dC1TLhoFGwhSzguYOR48qea41IzT0FvjNpzkCadPmS5/ygozkZtphEYD5PXTV0YNxt5FOBHu+V4k5bG+3dPktdiWLmVVmtt75LHasBLPAnaoO/+k8bHNLgw4ngxnLm1zCNh9yN1YUVkPXXntWL3hIPQaEVNG+t8xG+15vpIoirDZ3cc2a1wxTpg3HAU5fT8PD7y0CQ2tPZhcUYDuHid2H2rHhSeOx8jyXFXKupoMOowdmgdBcKE4z4yT5g+H0aDDoMLo7zofiG9wXM0dIBLpWjGoMBM/WjIq4vtrarfJDaZ/ecZUecwXyhzKX+b4URPLcNTEsoiPj2KLwXGKKuVEWZk5HmrGlTIg01/NcavNib+/W4MViyuQbTFGVK82GL4D0Ya2yIPj73y9Dy9/skv+fva4YtWD4zX7WvDEW1sBAA/9ohJZGak9uVdTYY4Zw0qzMKRYnbr1/fnjCxtR32LFMTMHy8HbRKGsnZ1lMbqD4/1kjvsGGdVujKScQNkcghzY8DVuWH6fLX7KLZC7D7VBo9Fgznh3VnpulhH3Pr/R6+f9ZSyfv3wC/vqGu4b/1T+aim0B+g94njfvz9zZx48N+NhCJTWDUStzXHkeV3NyqSyrEkzGy4JJZfh00yFkWYy444I5+KDanSH/5pd78M2uJkwakY/rzvQE7KRjnTA8HzPGFveWkOp/ou37vkyETJyBSAPxWGSO99eMEwDO+cE4WG1OvF99AHsOt8uLaLGgXByPNFvJoXgf9GnIqQgSW23OAZ+TZCctXAXTuHF4WTaKcs1obOsJ6jXo7nHK48HWDhvqWrpRqkKCQSg6uh1o67L3yRCXHq/gcr+f1GqMHUwWuFoBH2V5IN+s4E07G/H3d7cDAP567RKv8/FABH9lVXpr/AouMeig5glHDYfd6cIbX+xhzfEgiaKIht6sYE9wPPyyKt5lujzB8UDvwWse/Fz+OhrNc33HcpEEx416LbIyDHIfFiFNguP1it1bg4sy5dJVwdYcV/rtxfPwfw+7M8VPXTACm3Y2Yn/vjmlJsO+DnQfb8OH6A7CY9Dh96WivhWflgrZy7PrNzkY4HELA4Hiw8/zXPtsNp9OFqaMKMX54eGU+nIIoL/hPHFGAinL/ddOl3fGDizLx2Wb3rsV31+7HnPGlqpQMG16WjRvPnil/H4sdzMHqmzmu/hhauk+1rsnK95vJoJN3K4RUVkUInFBByYWvHkWVdGLRaTUwK+pVhlpWRTnpL/fT2dprlXnTIXQp7r+qskJuHqKkxqDOd0W0sdUa4CeDp6zLbDRoozJh6FQ0Flz56jc44DPQocBOXzoKd1wwFxedPBG7atvwh+c34O5n13nVIldLoB0RiUAKemm1GjmbtL/guPJ9PGNMUcTZR9v3t2Dttjp8f6AVQOiBVklVZYVXP4SfHDPGq8Hgtr0tyLYYcHnVZFxeNRnZFgPW1dT3uY9ORda8XqcNmOEXjfqvvowRbLH2x6lC5rg/vpPg/lRVVkD6yxkmHXIyPRmmUnDGN2tZyvgvyjVj+ugiTB5ZKGfYBeL0qQOSDMFxKXPZEcUt457geP8LtVNHFWLexFJU9DbbilXmOOA9IYk4OK5srhQgcxxIj9IqoQTHAUWgLohAlPK6+cW3h+NSUkU6zj615RWLIGrWHV+3vQHVPtcQX4HGrZJgx6/+GmdKlAu0oZ7X/ZVVsYT5ufDUy078c20i6OpxyhnAUiPAiGqOe71HPO8Jtd6Dwfr8m0O4dtUXeOI/W+Xb7BE2w/3JMWPw0C8qMW+iO6HBdxdgqlKWNivOy0BZgQWDCi0wh9hfqqqyAllmgzy2yrIYcMkpE/v8XLBNlA83d2Httnp5d5FybqNMfMvLNuGOC+bIjZIHOj8FM89/9+v9eHftfuw+3B7UsfrjFFwYXpqN0gILcgKMhVyiKO+Oz8syYdGUQQCAQ43dWLP1SNh/O1n47k5Qax6ipPbcWDnONxp0isXG4M8//jLHKTkxc5yiSjqx6PVaaDQaWMx6dxOvUDPHey/MY4fkYmHvhcbr7ygmYYMKLfANO4VTrzYYvpmZymZ4kd7nqME5uOWc2RHfnz+V0wYhP9uER17fgh0H29BlVXfbcLqw2p1ycDacjIyBeAYA4WfOREtZgQWABgU5Znmxpb+GnNL7emhJFq7+0dSI//6H6w9i/fYGjBmSi5t+NsurLqHaAc3fXjwPf/33Fuyv78TMMUV+f+aTjYeC+vvFeRnI7HGq3r0dcPdA+Hj9QblRnhoLa6Ioep1fw834/2TDQew+3I6yAgtOmj8CgHsiLmU0BfOaST9jMnoPXc79wTictWxMnwyzQM1P++ObfZ2IwfHDTV3410c7oNdqccbRo+SgV0zKqmS4F5I+23wIuw+1ozDXjFMWjOjz85repzxWmeM1+1rwzw93yN9HXnM8cOb4oCILTl4wAhaTPuAOlVTir6wKAKzZegRdVieGl2Zj9JBc+fb5k8rQaXVg9OBcDKTJZ1E5HmMR+Tqr0wTMlv3FQ1/IX4caFAw3CzzcRsRK3kFs3+C45/tQF7GUi4jS+cd30SgvK7gF8MHFmZg/qRQGvVbVurypamtvjwmgb+Z4OIGo/sqqqPEeDJa1x4nWTu8xpFrXX728gJ5emeN5WUaYjDr89uJ5Yd+XchxpNOj6lCJ87v3tQTdRlnbnaODu6RBot5dep8Ww0myMG5qHNVvrgupRNNA8X6/TwClE9h7IMOlx+wVz+v0Zm12AdDp98eOdXv9W12yNSrmXROIbF4nGGFo6zwkuEc++tx0Op4ClMwZjVPnAYw6/9+dT4z6cnTjewXH3XKS7x4nt+1vQYxcwcWSBVxkxSlypP6qnuJIy2aSMrgyTDp1WB6whZo576vT6D3JIQfhhJVm448K5ff69uqZeDsIA/dcEDoXvQLRBhcxx6T7NEWwlHIjZqMfIQTmYUlHoLjVg5qkgHHpF5lU0Bt3K1fFn361BZ48Ts8cVY64KCzuRuuK0KfLXf3unBkD/mePS+9qo1kp/72KEFBANtmHUSx/vREObFeOH5ePYWUMG/DvSwLXHIcBqc8Ilin6zwpVVUvqr63jb+f4H1gfrO9HQaoXRoAu723xTqxXv95YaAdQpq+IUXFDGTXwzq4NVs78V1TX1GDU4Rw6OA8CfrlgAo0EX1NZp6XnN8AnS5QYIwshZ+iHU0vXNPk/EmuOdVge27HYHSE5ZOCLGZVXcizo1+1qwZmsdRg7K9hscl3aJxSpzvKm9BwcbPDugIs8c956oK5XmW7BicWpNaPsjBTTMPiWJXvx4J9o67Vg+bxhGD8mF1ebEPc9tQG6mASfNHxHU1nVlcPz6s2b0LrrGllNxnY1GKb5I7jPSxA7vILb3+1hZYzyizHE/wfFgE2D2HG4HoMGy2UMxcpD/EgXk7UBdJxZNGYQJw/MxpMTdg8ZTczyMzHFpEVmr8bswEa3kIl/Dy7KxfN4w7DzYhp21bQDUq1cszR3VLueXqOpbugFAlR5YyoxuaayhLEU4blhe0Dt+unvc4wizSQ+tRjNgKTTp3BLM+UnZl8Zk0MJo0HnN86WFH7XeAy99vBNfbT2C0nyLV4mTrh7PPGjO+JKAu4QiCYzXt3Rj96F26HVaTB9ThH9/thvtXXZMriiUd0nEi+9nNhq7352KqgSfbnS/9yYOLwg7OK4M4Jv02rB23xblmrF4WjkcTkHeZdfS0YOVr30LALjuzOnIzQxvbkexxYgYRZXTZ+uLxWQA0IPuEBscSZN+3yZ2EpNBh2yLAZn9ZGNOGJ6PLb0duy86aQL21UVeSsQRhcxxKQAUaofuUBXmmvGrH0+L6t9INc3tPfh2dxMKcswYOyTPa7KpdoNJQJnRpsX67xvQ0e1AaX5GQgTHlSaOyIdRr5U7zfsjPRa13tc9chax+/6MQZZV2bqvGfvrOkNefBook+DikybitqfX9h5b6FvwP9pwEKs3HcKgQgvuvuSokH8f6Jstq8Z2Rt8dEeFOLJTvZaVAge3+jsU3SOePyyXKZVgON3fjtqfWQnC5cNkPJ2NoSeCmtsmQOZ5h1GNyRQEEQYTFrFeUVXFFJfPS7hDk5yG7N/NF7+fz4HKJ+O2z66DXadDZG0yPVeZ4XpYJE4bny7X+1QyOp/sWWSlz3HdRSlrQkt4b7V12HGzoxMEG4NhZ/hu2+pKC41kZBkwIsw5spDznJvfjiUa2bLj3WV1Tj0yzHvMmlsLudGHTjsaQEjv8BbHl75WZ46EGxxU/Ly2EeZVVCTIB5q3/7cXGHY0YPywPv/7pzIF/gbBxZyMA4MKTJsi3hVMGQCJl5QaaX1XX1HvV7TYbdaokF/mS+sEcqO/E7b1jqUivvwfrOyG4RHnnU9pkjvcmapXkh9/gXeKVVatYQJSE0kRZWmiVer8MVApNG2JAe/G0cny47iBMBh3uunieV9BeXiBRaUzS4xDQ1mnvs6NKWTZ26YzBGFRoUX3nxfb9rXimNynp4V8txtfb6tDcbkNmhiGuwXFRFPsk5ajV+0giuFzya2gx61FWYIFBrw267Js/ymM0GsPLHB85KKfPAq9Xuc8o7C73FU6zb+qLwXGKKodPfV0pQ9m38dFApBPhlt3NWL+9AbPGFXv9+8+OH9dvw8Kqygr89fUtnhs0mqAv5v2x+Zw41ag5Lq3Sd/c4caS5G1kZBtVLMAguV5+GgDSw3Yfa5QZW9142H3q9ZzKh9qBbcLnkrEuDYiU7EZtWzZ1QOmDAXnpfb9vXgg/XHcCowbkRZYpJAw0pyB1s/WppoB9qkH6gTIJixSQknEGQnNUSwcDd973hr3lxqLItRjx+/VJc+sdPAYT/PncGqOsbCul19Q3SSVyiKAdqlMcpipCzigeqHZwMDTmHlGTh2h9Pl7+XguOi6H7/qF3PvqvHCbNRhx67gOzea5G/yYNDcGHfkQ4AkK9ZsQqOTxpZgIkj8nHRvZ/0Oa5waLXuwIIjyMaCqSxQzXHpeZHqAuu0GiycXIa2LjuK8gIvlCo19SYUFOYE9/PR4Kk57vncRCNbNtz7vPvSo+QszfZue0h12fU6DY6eORiC4OrT6NQ7czy0z4scUFVkG4eTOR6oWSh5BFOWZ9zQPADhlZOSX4N+5gR3XDAbf3t3O/RaLeZPLsOhxq6APxspk8FzHJFef596exv21XXI3/vuDEtVPz1uLI40daOs0P2ZP9TYhZYOG0xGXVDlrpS8M8fd5/zDTV3YebANDsGFo2cMDnpBXupFIJ0rvDLHFe/dzTsb8eRbW+X+YcGMi6sqK/BSbxkTnU7bJ2jvGWOHPzZo77JjV20bTEYdpNOn75hSGRzPNOujci1R1s436LWea3Gcx6sOpwu+r5TaNceVY7tMswG/vzS8ZCIl78xxXUQ7cZSUCyexCI4H0+ybBsbgOEWVb81k6YLY3RNe5jgAfLzhYJ/gOOC+KOw53A6H4MKwkmzk+NR2Umb5qtVEy/dC1N7tgM0ueK0Whn6f7se6/UArbn58DX66bAyWzQ4uCytYdz+7HoeaulA5pRxnHz9W1ftOZW1dnnqI+dkmr4ud2oNu38xFfe9nKBrNTcLxza4muEQRZQWWoLbCK7NP/vnhDqxYXBFZcNwnc1wZwOqviZM00DcaQpuMSxkugQZLRr0WGgAiAm8FdrlEbN3bDJ1Wg0FFmV41WaWJaSRbPvtkjqu0JVmv0yLbYkBHtyPs4L10DvfNHHf11hsXRREWc/+LgPKCiE+d539++D0+WncQxfkZ+MPP5/f+Pc9xKoN6Az2/vsH/eE82gpFtMaC0wAKDTuMORqscy83PNuGRa5fA4XRBmgMbFNnqEuVzZzJo0WkFYtn/TNO7TdvhdEW8MDSiLEd+L/kSRRH/eP97dPc4MG9iKWaM6TseSSUDBcelc3FRXgYuOnkivvruCL745jAKsk04fu6wfu+7ud0GAP3uOoo2f829IqmrG0h1TT0sZr1X8GSg+6yqrIAoimjrtMFqF5CVYQgpscNiNuCcAIkj2kgyx+Wgtuc+wmnIeeGJ47G/vhMbv2/A65/vxrLZQ6PSj0MN8crKC6Ysj8mgw/YDrWFd850+SUyB/r5yQTaavMZyEV5/fa8D4ZaFSzaTRhRg0ghPCYdXV+/Cxh2NGDc0DzecHdoOjbwsE6750VTYnQKGl7p33W3f34pn33MnClVOHRR0X6R+g+OKsXWPXZAD44CnRN5AnIpFO19qlFXZe6RDLpMxf1KZfKxKyoVBi0mPL7497HXet5giL+u6aMogzB5XDKcgQqfVwKiXrsXxfX/7W8xSewytnAOrVaZTed40GLTy+NbuFCLajakcM/XEYC6xbnsDAKiS/JnOGBynqPLdSi8NnrvDzBwHAl8k27vsuPefGwEAV6+YghljvSesBkVWkFrBcenxaTUaOcu3sc2KwcWBt+0PxPfiEo3Mxa4eB+wOF1ZvrkVpQQbGD8/HkAiOOV0cO2sIFkwuQ2unzd1MUDGZCHbwFizfAYAxgm2z0fDkW1vRaXXg5AUjgqq/6ztJiTSjVK453jv4yMow4OQFw2Ey6ORsGb/HIWWOh9jkVM6UDfA6azQamHqza20BspNtDgEPvLQZAHDBieNRObVc/je5qWIEkzfl5OLyqsnIy1Kv+Ys+wi2p0rH51r29718b8f2BVswYUzRgo9ZAZVU00ECE96RHmR2k3CUw0POrDPBOGJ4vNzxLZMHs3FCDciLrL3NcuSAhPefRKDfVH4POHRyP5g4bjUaDr747AptdQHlRZkoHx12iCK22t4Fan7Iq7veA74T8m11N+HprHUYOyhkwOC6VVdm+vwXXPfwlunucePjaxfIOkFhwBFi4C7eubn8uWD4eDyt2MYpB1OQXXCJ+tepLAMDZx40NqldGMHSR1Bzv/XmXS/TKYJb8/d3t8i67/koI5GaZoG3owqeb3A2t50woTdjgeDyz8gYqy/PhOnevEcElwuUSvRY+BiK9lr7X5lhbu60OOw60qVqKQLoOTB9dhOXzhqXtLiApSOcbyA1GhkmP6T6N6JVjAbvTFXRwvDvI4Hh5USZOWTAC//nfXgDBn5/k/mR+3v/S+9sZwZhEGejN7R1f2+yC165FZc1xKeHjytMm44//2gTAvSB4oCGynRcGvRYGvWd8LyX7qLFb1J9gFwb9BsdVHos5fRLH1CAdt1GvhVajkZ/PUHZjfre3Gd/vb4XFrMcPesc9ep1W7nc30K7VcITb7Jv6x+A4RdX4YXnQ6zQo6N0yK10QrWHWHD9qYikuPXVSn38/UN+JZkVjJ38BrMJcT9kDtTPHy4sy5W37DW09EQXHY9HpudPqfvxOQcQ/P9yBc38wjsHxIPgOEJSTiXC2s/bHdwCQaGVVXIpBaHu3He+t3Y+ObgeOnz1UbhKlJB33willuODECREHP6RVeKmsSoZJjxWLRw34e/IgKNTMcWmbXYDMjNue+lqeeATKEFAO8PU+W5jlxkMRZLUo3zMzxhSpMtl1OAVYbYK8+BNuWRU5AOUzmJUmbcFkl0ivnW+QztO0yX+gVpm9MdAOj/87c0ZvSSMk7ES6rrkbNftboNdpMXdCSdATUzX5DY4rvi7KzYBep0VGBLuoQrF9fwsON3XLk2+1z8e+RpRmw+509dmhlmq0Gg0e/tUSiKII3ziu0SdzXJJjMaIwx4TcIJ6b/ztzOpraevDd3ma8t9Yd4OvuccY0QOr02eEIuIORVpsTj7/5HRyCC8tmDYk4G6uqsgLrfJqzBbMrcHVv4BgYuCxUKCLKHO8915qNehwzc3BEDUyl8Y1Br41ZGaZwxDsrr7/yDL5BxlB2r8o9nUIIqEdDzf5WfLqx1qtOdqTzHykwN6jIgrG9pWdSnb9A5mmVFThx/giv3R2RmDuhFDPHFrt3tYYwzpSuz1KJVZ3WEzxUjiWGlmRhaEkWnC4R76zZF3xwvJ8yTZ4xdvhjg6mjCnHvZfNhswty01jAHSCX4xu9GeIauBM5qiorcLjJEww3GnSqn0M8ZVWiM+4JdmHQX+a62pnjGo0GY4fkwu50IdtixPb9LbDaBRTnmsOOvXh2FPuvhR/Me7xmXwve/mofciwGOTgOuOcfXT3OqJRViUYDcWJwnKKsclo5Kqd5siOlC2Kw9Qgl0oUx0CrhE//5DgcVK7H+AjinLBiBbIsBeq0WIwZlh/T3A5EuBOVFFjk4Hmndcd865ja7+rWsfRcH0qVJTaR8BwheDTmjXFZFeu9Ha/ATqrsumgunS4TFpIfdIeCdNfsBAFMqCv0Gx6UBksVkiDgw7hJFuXSKKUD96UC/Jz2voQY+B8ocV2bkBBoEZZh0uPuSeRAEEfk53o0o5bIqKtQc10C9ie6WPc1Y+eq38vfhl1Xxn5127KwhmDWuGEVB1BwOVN7BX732DJMO5y0fB6cgek0SB5oYabUaaLWJGRSX7Kxtk7MyZ4wpinpwvKXDBqvNiZxMoxy09J857vn62FmDMXWUd7ZZNH29rR6fbvRk9ka6iNjSYcOR5m4YdFqMLM/uU4831K3pyU6j0cD3tC0F4KQA1tptdWhotWLs0DyctWxMUPc7qDATgwoz4XSJcnC8y+qIWXDc5RIVmbPeD1AUgTVb6wAA00YVYVz/SfBB8R37NrRaB3yshxSBlVD79TS39+CjDQeh12qxZHq5nKgCADpN+Jnjs8aWoDg3A1qtBgunDAIQfgPTsUPz8Oj/LQ3p76thoGzIRMvKk0r9TByRj06rE7tq2+TyDMqdcA7BBVMItbXKizIxdVShvEsikC++OQybQ8DIQTmoKA+/JF4g0vVDWihxOF0RB8elnZah7hRMZs+9/z2OtHRjxphinPsDd0mlorzIG3MqKeckofAtqwK4+9AIdsHv2FofYi8eoZ+FHjX6+hgNOhT3PpfK83KPIjiuzI6X5jr6ARqPhsp9HyJ0OinT2f9CtVqCXRhUBsL1Og2cgqj6nDU/24QbfzZL/v7aVV+gtdOO5fOG4cdHjw7rPqU4i7QbzmDwfr0yTH5/zYtOq0FWhgGZPtdzU29wPJxdG8GIRgPxdBdycNzlcuE///kPNmzYAIfD0WdL4D333KPawVHqGV6ajYWTy2AxG0Kq4xQosCLxvdgEyg5cOn1wCEc7MGm1MTPDgJxMI9q77Ghs6xngtwLz1+lZ7Yudst6lJF2a1ERqzdY66LSeZq7KsipqLzB4Bcd1Wk/mcoIsZCgn2Q6DDjkWA7ItxoBBWSmDJ9SMbX8cDk/TF1MI96fM+g61IadnccL/51H5upQEmIjotFoMKvQ/EVejWZAyOzvcGnm+fM8/4WbdSJNU39IFUyoKg76Pey+bD0EUUV6aA5fDcx6Tt8t6ZYvrsaT3fN+u6BWQCuc65eROp9Oiq8eBvUc64HS6MHZontfEUw0frT+I/67Zh2yLAQ9eUwnA8zoqt/ErPwOx3qLv8HmfOiOcgH67uwl/e6cGAPDItYuhM7JhoC/fJmBrvqvDpp3uurb++sL0Rxkg7rQ6EP0iQW7K96xvsMeg12LkoGzodVpkWdQJ1kuZltJ4obGtZ8DeG8oeGqFmjjd32OSF62mji7yD44rxiyuI8i5Kw8uyMbzMk2QSbtO5259eiyPN3Vg8Nfb9bwbKhkzErDxlqR9lc9aCHBOmjip09z4J8dK/dPrgoOZGL3y0A902J05dOCIqwXFpbKHXad1JFzpXxOMYTxm99Dl/76vrQI9dwAFFI9JIbNndhJc/3QWjXotrTp+K7AEWUfojBceVGewGnRY2CH6DxqFmewda6ATUSUBRUu5gdJ+X3RFUqVa6lAwIBG48Gq43vtiD/67Zh5xMI/5y9SJPWRWV4gXhLgwqE4OyMgxo7bRHvRSov0SNUPlmjs8cU4wHr1kEo14X9Jy1qrLC7/VAGidFKzgORKeBeDoLeQb1+9//Hs8//zzGjx+PrCyWYaDQTB9T1Kd2WTCkC2On1YGmtp4+zZsur5qMrh4n/vgvd83xWJWekLNQ9ToU55rR3mVHQwSZ407B1WfrstrB8U5r35I2zBz3L5gBgkTtoJuyTpvBoPOUVUnABoEGvRZ/6Q2aBSI9HrvDhZYOGwx6bdjZgcqyJcrtwy99shOtnTZMqSiUm+Uo2RSDtFCD9MYBMselYNypC0cMWGfXHzXKqkjnI7vThVuf/Bp2h4BbzpmF3Kwg0h4CGD04F5eeMhF/f287Jg7Px4iy8CbF0ucjkhqB+dkm6PVa5GaZ0NLiCRINtLCgD2ERq73LDo3G3Vx5z6F22BwCFk8rV622oRqcXkFoDfYe7sT9L2wCANxxwRwMK1VnZ5Sko9u9uKCcFPtO9kxanc9xxfb58t1xFekYwHfnTrrqsTvR1G5DhlGHnEyj1+vq25BTalidG2SvA2WdVt/geKz09zob9Fr85rw5qv69+ZPKMHdCCX7z5FoU5JiCKjukHAOGOsHWaIDcTCOcgqvP49NGUHPcl5TVPGd8Cbp7nNi8qymopnP23v4AnuXu2AkmGzKRsvJ8/16OxSgf+7hh+Rg3LD+qf99Tviw6r5VDkQT156sXRXx/yl0h679vwMcbDsIpiPjjFQviXl9dTYHmKbsOtctzFen9KiU0hrLo0NZlx4H6Tq/fc/0/e98dJklZbn8qdZyc087M7mzOOS/LkpG0JAMIShBRMPzMiNdw8YqiXnNC0YuCGK7IJQgSJKdNbM5xdnZnJ6fOXeH3R/VX/VV1VXdVd/Wy4J7n4WFnOtVUV33f+573vOdVFMTiEpKihIBPsL1HminH0+Rmem1bt6sHOw8P4eUtqqWU3WtO1Owei2OrIisKGKjnQTdskVqXIybkOH29uZFvpwfcq38T6Yxwy98738Ig7XleGvBgOJTIiM3cRlock//npO02Oe3/TgVUViBFlGKp+gF1/6VRGhAKHvr67wzH5Phjjz2Gb33rW7j88suLcTyn8S7DvzZ1YTScQGt9KeZPzn9oFdkY1+/uxfZDA/jZ/1ute5yQAQyjtsKaLZLEl6qq1OsaeZCg/Ivfs7QNCVEuaJK9mV+X2z5VYVPl+Gly3Ay5AoSLl7Xh8dePAChskKIZ6EBRVY6TgSvvvO9KURRNtf3MhqN4ZsNRnDm3CddfMDWv96MHXvqE9Da2YXcv+kdiKPV7TMlxWlXhzXMgp5UilXwv+RJptKol3+noNHF/vF9t+Sw0IKsp96Om3I+lJufT0bGRgZy8O4p2GrkKC7T/ZK4k65u/36BeQwEBYxGVpFs0tU43/OjtBik0MFA9oYs5+wAAFkyuRXtjGWqponSGx63AQRTT53Y4FMfmff2QZAXzJ9e41slgBfrevvWyGVrrc75YMr0ek8dVQJRk00S7qzeEE4MR8DyLuRNPnn1MsWG0mjh4fBTfSxVe/vPGxTrLLK2VOxWjjIbjAABZAfZ1DUOSFExtsybsnnjtMJ5efxQN1QF86qo52u/tkuN2h4Rlg6hTjp8c6wWOZfGtW5bafj5dDHY6L6ejqdySaOQK8Bw3g5WqORsIUdU/HENnzxiqynxFs9TJVw15WpWnQhvKXaTuq7Ry3J29wjiccGA0nvocBe8mlxU7RGZDVQC3/eBFxBISfv7/VjvypK+t8GPFzAYkUvs8AHT2jOE//2cDAOBL18635eeeFCUtdjEnx9Nr8f6uEby0JT1rwQ1bFWLRUoiQ6a/P78cz67vQUB3ALZdM136vJ8fV/SvoS69jgo4cL/z+0eYEpN7X2MXlBvIpDM7uqMG9nz8TiaSEnqEoIjERpS51XREMjsaw9+gwBJ7DzPFV7ijHk/nZbdoBKaIUw3PcCnfdvMSVAeL/rnBMjicSCSxa5K6S4jTevXhp83F09oawYmZDYeQ4lcBkWwAFjkVClE3J3r+9dBD7u9QBGmfMacKHL8yPmKNByGyBZzGvgL+PwGxjOznK8eKpdtxIYN/Oz80WIFy6YrxGjrvuOW5o987leX0yIckybrnnBbAsg2vPnYwz5+Vuyb3l0ulIijJ++49dagGrgGScLiLRQX5LbQmCfgEVpeZEZsINWxWT9UehvMyzESxdvSH81x82gmMZfPKq2bqEgjOo+PJJEOm18Yw5jfDwnCNP9mIiSbVM01i/uxcvbj4GWVbwhWusfZxlRYGVuJA3KSx0D4Tx0HP7wLMsrlydDuRzFQLJ4wFfmhwvpuIjH0hUYsQwDFrqSnDXTYvB8yyqSvPvErDCwe5RMAyDNdR9Tl/n5Lqjz+3Ow0NacvvrL5yp8zcuBsgxzJ1Yg8UuEFclfiErSffsxi68tOU4GqsD7ypy3Gg1QSf9Rq9/YmkVT8pQFAUjYfV+2XloEBt294JjGfz6C2ssP2tgNI5wTEQoKiLg5TVxg11y3O6QsGyg10y3SDm3obdVcW8tomd/OCXHn3zzCHYeGkR9VQAfPG9KVlVzNpA1Y9vBAWw7OICPXDLdtLDtBvJVQxJV/AfPU/2bH3h6z9uqyvvL8/vBMKoPvhtDJrce6MfASAxVZT7MybKWkRjFbSEIgVWMkC/oWG1CYxkmNpeD4zJnJ5xKyDdvyUVkrtvVo80riCVER+T45HEVGdeZcWChHdCWnrStyoTGMlSWeHV2hMY4225+RUh0zsxWhbKCyxfxpAxZUa3kfF6jrYqKiIl1DC0KcaOz3Wg169H2Yndj1XwKgzynWoeNbyxOkfPwiTHc+9hOAMA9H1umXYvuKMfV9yI5XVJSC0J21qQTgxEkkhKCPkHnbpC2VXFvmLYRa1dN0H1Pdvff0zCH46x51apVePHFF3HttdcW43hO410Gn4dD0Mdrm8hYJIEXNx9HJC5i1exGS/9dIy5Y0oYnXj+McEyEKKU9To3gU+S42eZD/+7g8ZGMx/PB594/FwlRsvQYdgp6Ywt4eUTiouubXZhKPL0Ch3hSKqpy3I0E9u3+XKsAgWUZsAyjG/ToFozt3qRtLnkKDOSUZQUKUkFm6jbsGYqgbygKhmUwo71K93yGYTTC6tkNXTjSM1ZQMSFuQdh88qrZ2V9H3UtObVU0z3dRzlB208WlDXt6UVnqxaKpdRnvkZTSA6aMCRpNzKjkuKPDU48jdc00Vgfw4QunOX+DIkK0UNYPjcWx8/AQGCCrYp4olQSexbc+tgL15WkSmMs4dwzGIklsPzgIALhkRXv6OHJcd9efPxXRhIjaCj+aqoPwCOwp14ItGhR2XoFDc23xbO7M7AcEE7U6vY/QChxZBop9ChOG5KbYIImvUyXvqQ7jdz2xpRyffd9cxBLqQFYa5DsWJTkVm6nff025D529IZ0fvRnmT65BaUCAz8OBZRkEfQJC0aRtctzukLBs8PAsls9sQFKUUVWaORR464F+ROIiGquCOo/tfLGvaxiiKKOq3If6yoCt19DFYDfJcWNB1gm6ekPYcXjItBPRCYzrcbEtEfO1SaFV8VNaK95WVd4/13VCUVQChJCWoWgS63f1ICnKWDClLsN6MhteeOs4Nu/vx7S2yuzkuAvkYjZIFOE3NBZHOJoEz7NoqLJ3nxhBx8pTWisdz0F4O1BI3rJgijWRSe/HsaSE8oKOUrV6JLBNjlN7Ja0cv+XSGRnPNfpUy4q9jspJLeXw8Kyuw4nAjbk+JPfwCpylrcrFy9vRPxJDdRkVo7IsPv+BeRA4FrWVhfMFWpdF6m/yaMpxd9fP9akityQraKkNYiSceNvtOuiOEA/PuaIcv2zleJwxp0kTRBzrC+Orv10HAPj8B+ZhWpYOOII/PrMX2w8NYuaEKnzmvXO135PrpJie43bR1RfCWFxCqfdd1DpTBDgmx+fOnYvvfve7eP3119HR0QFB0FeGbr/9dtcO7jTe+aAnCgNANCHh4ZcOAgAmNZc7IMdbEfDx2oCspChrlW9ZVvDZn70KgWe1zdeMAPl/V8/BE68fwZ6jQ5jcUpHvn6SDG6oNGizDYHxjKRJJdRBNpC/kvq1KKvFkoPpSxUekorVJAu4ksG/3567f3Qufh9M2txJ/2s+L5xgkRKWggMsMzbUluPbcyUiIEkr8AqVcfvs3WN1AwFSw+vhrh/HqthNoqQ3iP29aYvnatG9l/ucrRg1jdNIGp7NVyVM5Dqjri2ChBNnfNYKxcMKUHNedN4NVA/2zJClAHqILbSCni0zkP944gq37+9E9GMF7lrahstTrWJkrKwo1KEl/bER9qgC6tl0jyDqYFDO9czNV92ryNXN8FSRZQdDHg+cYiJKS028yn5kYJxu5BlQXCjv2A8tmpK8Bcv3TXS0rZjXg7IUtYJmTo8iNa4PXTk7Q708lF0SN907Fwy8ewCMvH8r4fS6rCUC/htKzVqpT5DiQ9qM3w+yOGszuSN9vQb9KjoctyPF8bTGyobzEi5svnm75+P1P7cHQWBwXLG51hRz/87/24+DxUUxsLsdZ85sxMBrDhUvbdCpuI/Se487I6LGIOiSeYxk01wZ1+0xVmQ+3XzELLMuYkknZMK6uFOGYiDoD0RNLiHjwmb0YGInhgiWtuu/XDMY44GTMC3KqhiTX09PrOiHwLJprS3D2gpZiHqIlJDk9l4he/0fDCfzh6b0AgKbaoCNyPG3RkH2dJkRcIZ7Ndo/j/qd2Y+uBAUxrq8TnPzAvr/dLFDBj5u1CIXnLY6+q6/jsjmosmlqHvzy/X8tTdESuC3sWPeDUbk4iyQpqyn2IxkWdH7cZCMnbVBPEl29YjHAoZuszLlrWbvmYRo4XkO+SHMIrsLp5ETTxaTVk3g7Bahek85bnM21V8rVltMKEpjLs6xpBdZkPn/vAvKyFwUiqSO4VOEfdCU6wcEodpn+yCsmkjBK/oJ2DQvaOic36cpHeNtDe9a11Dxvics1WpcgdqB3NZThwbBSAuk+Y2QGu29mDgN+DCxaPK+qxvNPhmBx/4IEHUFVVhZ07d2Lnzp26xxiGOU2On0ZWBLw8PAILv5d3PH5HMGzGZOFNirI2CIrATAldFvTgA+dMcnzMdhGKJvGLR7ajbziK9589KS8bmfqqgDYA6o/P7kVXX8h9WxVqWAipNrtp1VGMBPZU+NyLlrXhby+qhZ1v3LgIL23pBgC0NZRClBRNVeQW6ir8ugTMjeq4W6BbsIkqkAzrI1YUVkirN9xRjjsix6lz59RWxWMIlrIFTzGLe5ZOKo2eiHr1c37fcdrX271EsLs/jL0pO6o//2s/prVVOibHaZ92Y+BIB9DxpGT5fdZW+HHNOZOQlGTUVPghJ+mBnJmFhXF1JfjM++amn8OxEKXidsmcLJC29lxkRr6wYz8wvb0Kr+/oUY9Hs1VJ39OlAQ8qi2DxYgVyD76yrRsnBiOorfDjI5dYk5658Jd/7cdLW46n9uSFGY8T5Vs8KVkmIu8EXLG6A36/Bw89vcf08Wx7Jn3v0uR4TXmaME1mKXgZUeLn0QNrW5V8bTEKASnsuBUjEaV1V19Iaw1fMasRFVmGJhcykHP7oUH8OvU5P/rkSt1QXb+Xz9vu8IIlrbhgSebgaQ/P4Y0dPZBkBbMmVOckx0+2chxQxQ5+L691fQR9fE41pKwo+NO/9ms/X7SsDVeu7ij6sRpBz3WgYxDybwbObRI//d45ajegkv11bpCL2SBSxX1SLCrEQ5m+ljwuxkRuwq28RZYV7O4cAqDOm1kyvR6zOqo1ItNH2es5zSm3HhjA4ROjKAt6cOZc1VrNOHPEDlpqS3DPx5bbei6J1avKvGhrKMPQEGc578cubr1sJhjG3I/cLjT7DY9qtUFU1cW0zDADORdp5XhaZKIOX3aHmFbtOtRrccuBAXh4Nmvh5un1nXj01cMIeHm896yJ+Oe6TgDAf33E/oyNXOA5Vpdvu2GrYkRZ0IPrz58CgWfRYrMrUxMn8eY5TrGV4ytnNWrkuCgppt2a63f1guXY0+R4Djgmx//1r3/lftJpnIYFSvwCfvnZM/N6rcdiMzarWr8dvsw+D4fdnUNQFKB3KJr7BTbeD3B/QQ2TYSF+oShKkLcjgS32565dNQH/94qqyvB5OFSW+rQA4Q5Dd0SxQIKfU4Ec1yugCTmuSp3HIokM5ULvUAS/fmwnBJ7VBkUWkmBNb6/C129YhFhCQnlJOkg62htC33AUHoHFzPGZ6g060XKaLNVXBrB8ZgM8PJuhyqC/kxsunIqlM8zJY9pn3aimLaTFXXtd6pxKkoK/v3QQSVHG0hn1BQ0gphMphsm0g7F1XLKC0oCgKUpo0D/HExJg0UFdVebDOQvHgedZlJd4MTSUTkboc2nlh8qzDOKwTxwoioJYQkJClOHzcEUZ1JMvtPbzFCEbiibxhV+8BlGSccN7prni2ZvLfuBQ96g6C4FjVT946IsgJ9u/mS587T82UvC+GU2IiMRFy6SXbguPxiWU+N9+8iVfv9przp+KaDSRoSC/YElr1j2TLjDSMQ+tWnWyX5WkBphls1XJ1xYjX9B2Wm7gCx+Yh1A0ia6+EH792E7wHIuRUCIrOZ4oQDlOEwYnwx6KZRlMa68EyzC21MvGOMCuSq9QfOKKWbjnobcAAB+6YCqOpeISKxg7OHtciPHzQVIyX2Ory3249/NngmMZx6pRlmHA2livia1KIfNisoHszRzH4PzFrVg9t0lXzHEKek8YHIvjT8/tQ1KSccny9qz328mEG3nLsb4QtuwfQCiqrg2XrGjXCESSp+gtQJytIVsO9OP5TcdQX+nXyHGrfDwf7OsaRv9wDAEfr9n6aDZpLnaCGUnLfBDXlOMcGIaBz8MhHBNdUeM7QcZATp4WmbhHjhsRjUu6QosR2mBLD4doXET3QCQ1S8RdNTuNYgjH/F7e1iwtGgmL7sW053hxr5HKUi8mtZSD51it0GlVfLv+m89q/y5W7PRORl6TuhRFwcsvv4y9e/eC53lMmjQJS5cuBcedOsnjaZwaONQ9Cp5jUVnqzXsCvSTL+J9/7MbOI0Pa7+hF0GxBNKswy4qStXXVKXoGI/jenzbDI7C44T3TMLG5HMtmNMArcBhXX7j/azGmTwNpWxX6+3A72D3ZCWyuz71oaVvBn0vOGz2B/GQi4OVRHvTAI7BFDTTsQDJTjvvVJEZWVG9B+jyFYyIOHFcr2uS6LkQ57vfypoTv0+s78eq2ExhXV2JKjnMci7oKP+Ki5Fg5PrGlHBNbzJ0a6YS1stRrGZjSRABnICoy1M954LYrZkGSZYyGk/jsz14FoCqoCyHHiQp+xvgqfJZSYjuB38vjR59cZfqYT9Arx/MBfS6tzh1vwy9VlhXc/cBGcByLJdPr8Yd/qmraj62daWqT83bB6DnOsYwWeLuZIGSzHxjfWIZffe5M0+NSj+3kksVknywLCJjcWolaB7YCZhAtWmQJ9OS4mHd84yYK8atdPL0+gxzvHYrgkZcPYv3uXjRUBfCJK/UzHaaMq8B/fWQJvAKHDbt7td/TXqtWZGf3QBj/+8IBVJf7cMHiVlSV+bRzSEgeK+QzJMwKPYMRrNvVA4HnsGpOY8b+Tu4xt1RplaVeVJZ60VAVwNTWSpSXeHLGpTrleNxZ27yUpSBbLNB+q9kgy4pWWCMwG3jtNtaumoAnXj+s/SzKck4bC+Pe1Pd2keOi+Rprl+AuBJolXpFtVQSOdcXCiM6dwtEknl5/FABw5tzmU4YcBwrPl97c1aMpxOsr/Vg+M7M47rWwALED4t1Ox7X0tVfoPfvMhi5s2N2Lic3laXI89Z5O7XBe2dqNcCyJlrqSjNlHboD2HAeAhVPrkBRljEvZUoWiSfz0b1sR8Al4z7I2nV3HPX/chJ6hKFbMasAVZxTWdSIabAp9Hg5+LwcPzxVVQJVrD1k2swGtDSVgGQalfgFnzmuGh2ehKPkJa8ygdchyaiGQnINCRJHffmAjJFnBGXObsGp2U37HZaEcXzm7EbMmVOsGuBYDRps64O0TK77T4fibGh4exk033YQdO3agtLQUiqIgFAphxowZ+N3vfoeysrJiHOdpvEPxX7/fCFlR8N41E01bMO1AlBS8uv2E7nf0Zmy2IJolMh//7xeRSMqoq/Rj9ZwmrJ7bhEABRGcsIWFgVPVBIzYT2bwr7aB/OIojPWPwUNORE6KcdaiVU9AkbzylICi0Xc0MbiawhX7uSDiRt6qOIBTLLCoUE+t29eDNnT3weXh85JLpWDO/BWvmvz0+l0bIWZTjgGqtQpMMfi+PRakgsnsgjJ6hqOse7UA6YLUiWedOrMHcLAOn8oVxeKoVstmqTBpXjs9/YB54jkFZMP9rjGNZnZ9joR71JBnwFUk57fEYlON5QK+6V89xz2AEuzuHwHMsFk+rw+RxFYjEMz1yaSQlWSvi0NeJ23MfCoXRc1zvh+/efbV+dy9YRi14tdaVYCgUz2o/UBIQMLGlHKIoY8v+fvzm8V2QFQU/uH0FyotMRpCY4LzFrXjP0raC388q0SEwkuOnAgrxq123swelAQEfPG8Knl7XiQPHR7Fpbz86e0Ipz+rM8+D38tp5GNPiCl6XBFol6t0DEby1rx8AcE7KPiyY2ltJd5sV1lNEPKDuPfkOCTveH8bfU0WBhVNqM8jxYrRsA+p1Zcd2SJRkXbeLAnV/M6r3rOIbXUHW8B2GY0l870+bIcsKrlzdgdkd5l65Zti4pw+jkQTqKvyYMT4/EsosBjhZnXE7D6fFNmPh3ANgjXtA73D0bREp0NehW7NFRlO2lLl8gnkXLPGywaiGLRR0nkiv16eitVoh+ZJKCKt70GWrxpuu1VbDI+2AxJA0Uc0wDASeRVKUbXd79A5HMTwWR9DH6waICybkJvnMbQcH8d4vPwFRknHPrctyxhH/XN+JY31hrJrdmEGOxxKidh/nG4/QynFA7TqhEY4mNRvCM+fpSdaRcAJDY3GEclhP2oFkEEjMm1yLn01eXfD7mqGm3If+kRjOWdiSs5NjXF2JVigAgGlFKFA89tphPP7aYZQGBPzok6tcUY4fOjGGpCgXNHNITF2zxpixptyvs5orFn716A4wDLB0er2OJH+7xIrvZDgmx7/zne8gFovhkUcewdSp6qKwe/dufP7zn8f3v/99fOMb33D9IE/jnQlJljVVCL1Y9I9EMRZJwiNwtohKRVHQWleiDXgC9ISP2YKYNKgHFUXRntc7FMVfXziAWR3VBZHjQR+Pcxa2ICnKrnmr7jwypA0dvYbyR48nJV1wVwiIKivo57UgsRjB4vrdvVrwBKib+MmYcr1+dy9K/AI+eO5k/OPNI+jsCeGVbd3gWAYVpd68Pz+kKe7138OuI0MIR5OoKvNhQpN7xcHj/WG8ta8fgSJXm/MBnRz97O/bMx7/8r1vaP8mG/DH1s4EAPzkb1tVcrwIvpW5yPFiwbgGjUUSCPqEjIKWXsWnD6DKAh6UtbnjW6+bz1Dg9HotGSjScB27yvE3d/Zg3a4elAU9+Nx1i3SPmVnSHDg+gvufUpXfcybWaNdfNtDFC7rAcLKvp1wwDlDjWAYMUn6TLpJL4VgS5JJdPa8ZC6bUZh3GNG9SLeZNUj2MN+zu1fb/InEpGmRqf3fLWza9b5m/X+AUIMfdnrNx181LUBbwYEprBe689w2EYyL6R1QBgM+b/f4nBFtZ0KMj7azUXERYAACVparKP60cz00enLtoHJ5JKUG/eM38DMLcLhSoa5soyqazGjRVmgv3FWl1dkKomnUOxhKZ5LhV1wBZKxgGGfuRogBHTowBgOUQVCs8vb4T+7pGsGBKbd7kuJnF1cmyRKTv37FoIsszVRgJxWhcRCiaLMj2Ix/ounMM1+toOIGEqOYKTjocv/vQWzjWH8YZcxrx4QunWT5Ps1Upmuc4Kfq6U3Boqy/FrZfNQCIpo7os3UlULM/0QrB+dy8CXh6R1F7Csdb5ktW6DwD3ProT9z66M2Pd9xjt6xwgbRehv948Gjlu7559dWs3HnvtMII+Hj/59Bna7689dxI+cM4kvVUL9ZlDY3EA9ooyDBjVV9xk3/7rCwc0e5i7P7rM1jEbYSTHjeBYBvMn1yISS2Z0Jyyf2YBQNImOJvMOVCco9lB2GtqgyVPEt58UY8jfzhdYwFYUBUum1SMhSrqizY//dytiCRGr5jTZsip8O8+Toih4c6c6A6i9vhSzDY0Jb5dY8Z0Kx6zL888/jx//+McaMQ4AU6dOxVe+8hV85jOfOU2On4YGq8Ex9z62E/tTQfVtl8/K+T4+D4+v37gYnT1j+Prv1gNIb5yAsc2QgSgpGQSBJCswzpopNKGtqfDjmnMmZ/y+EIUyTcJMa6/CtedOhkdgXW2HXT6rAZNaytHeWIp1u9SEslgegnUVfs3LsaqssDZ3J2hvKMWvHt2B5togPAKLRFLGa9tPoKbCl5eqDqAU9wbl+EPP7kNXXwgrZzW6So5Xl/kwtbXCsf3HyQCtHF8yvV7blI0wI2bcGMj51xf24+Ut3aiv8uPO69LD8oplRQQAI6E4XtpyHAlRxhlzmlBbkVYC0Aql7/xR9TH9zq3LdM8B9MFbIUOBrDA0FgfDqCohUphySzkuyQr6hqNgoK59Tt+jezAMgWNRU+HXJRYZnuMW6OoL4a19/SgLZpIRtanhtTzHwJ8ijegE2O76SSf9XoHT9pNiXE+FIG2rkhrCxjDgSaLqIrlUS6ld5nRU6zxM5dT1kEgVh40dNTQBKBeZHafjAbfWy9zK8fTnRE+y3yiBmy2zV6zu0OKmsoAH7ztrEn77j13a474sxTFFUTAcUgnG8qDH1rC2gRTpXl6Sfj65hpKinHU479pVE7D90IBGjivITy0PAPMn1+IXn7FW3GmqNBfuq2N9YXztd+sQ8PL45FWz0dFcjpFQQrUBsBj6FTcpbkbjYgbxYtU1YFwraAg8i2UzGsCxDGoqnMVnZP8228dGQnFsOziI/pEozlk4zrLbzozMOFnK8duumIU7f/0GugciGLWjHDfZA3qHoyedHLeyVQGAz//iNSRFGVeunoCLlrXbfk+7iu107Fac70iirtXXt5/Ao68dRlKU8N2PLc9LoV9Z6tWGhx+lxFWnonIcAN571kRNHNXRbJ1L5LPuswwDr4dDPCE59hxPaopY/XpMijN2bVVIzm0UepmJ1OKpz2xvLMV7VoxHIp7M6nVN8J83LQYA0+GyZEZLIbkHWY+t7F5qKvy4/QpzXsPJPZkLSYNyvJjQLG6K5GPuFEYSulDlOMMwuPGizKLg7s4hxBISprZW2nqfxNtIjkuygvqqAHoGI9h5ZAgrZust4tbv7kXQx2sdJgFv7iHU/85wTI6Looiamsy2g5qaGoRCIZNXnMa/K5IW7X9EseGUnNapIS08x9931iTUVvhQHtQnDmaLZjHUXr3DUTzw9F5E4iI++/65uonKdnDGnCYsmFyLeFJCY3UwbwuQbDh3YXpK8cZUQlUMW5ULlrTisdcOaz8PjsZwyfJ21z/HiLWrJuDuBzZCAdDVlx6ylJRkdA9E8lbVhTXFvaHtmnfXk5Rg1ZwmrJqTbssjw02SooT2xrK3dUAgHVyunNWI+kq/7ZYtkoAVkmBFYinVVkz/XRBiLJ6QTVueuwfCGAkl4Pfyjj0txyJJrf1+eluljvg2W1/MkmndINMiBLXf+9Nb6B6IYPXcJseqHiuQv+PNnarNT12FH9++1Znq5vhAGHfdvwEAcMcH52NSS4X2mM5WJQsJbfR6pNFUE8S15+oLlaLO+sdesKr3zGbg4TmIknjKKcfTAznT1xDPqd93LlWfk+Lt5v2q7UVbfWlGcTOelHBHqkPkhgun6tYqwKDmN0lU3QRdADoxEME/13VClOSCklGyJ1ops04VWxU3W2aHQ3E88dphPGfSHbD94KC2d5L3DkWT+NzPX9V1p5QFPbaGtQ2mlOO0orOpJoilM+pR4hNyFlTIjAsACEUSANyPlQBKleZCjBSJi1AUdQaHwLN48Jm9eH7TMdRW+PCdW5ebvoZee2ZNqMbCqbUoC3psdw0QP3MzEsUrcPjIJflZAZI1yGxt7RmKaoWVWROqUdJsrpQ0VY6fxIHjpQEPugciGIs4V44Dqu+4GypQJ6DPmdFWJd89n8QlfI59ki+ycpxhVNUvz7GIixJ6BiMA1Hyv0HjXztDutxNrV03Acxu7tJ89Ape14JfPuu8TUuS4w3jGyv/b45CUnD+5FhNbym0N6iUF77b6Urz/3CkYGgo7WoPNiinLZzago7nMFsluhYShk3LrgQEc6RlDiV/AGocDHAuBZChoiZKMnsEIEqKM2gq/q/afJL75v1cOYeaEqqxr3v88uQvHByKY2V6F5TMb8OKW40iKMs5f3Opah32arE+R4y52d9Hw8CxiCcl2YdxKOX7g2Ah+8retiCcl3Hn9QstCeCHgORYfvmAKvvPHt7D1wAAGRmIZ3UMfWzsT3/vTZgDALZdNx6HjY64fx7sFjleIGTNm4KGHHsKdd96p+/1DDz2EadOs27FO498PVj68hByPxJwllHTV0mog59S2StOk32xxixQhoR0JxbHn6DAA1b7FKTnuFbiTSnp+8LwpeN/Zk4rymYeOj+rU+qKkYGA0lqGmLQYuXNKGBVOiOHBsxLLd2il5oNmqGDac269Qh5QV+3s7cHwE//3nLQCAb968BE1FKJzYBU1csCyTs2Wrs2cMOw8PQeBZkJC1kNbWOR01KA14EPTptzBvKniXFQWipGiFC4IX3jqOZzYcRXWZD9/9uDkZYQVBYOH1cBA4FsYjryr14qz5zdjTOax1SpipoHW2KoZE9GhvCD99eCtkWcHtV8zOayAVPdCKrLlu2apon5FHYpltUCNtq5ItaSOPZVOwWn0mxzHYemAAw6E4qst9loOa9K9Rv+9IXCz4HLoNM6WfwDGIIneRzu7QxnAsib1HVe/MORMzvYh16uDUZx45MYbuwTD8Hh705a0UWTlOfz9Hesawa53qJ3zhkra8Z3U48RwvRizhBG61zD6z/iie23QMXoE1VSwD+n1T4NmMe6M86LUUMtAYGFVb5WlyfPK4CkweV5HzOBVFyZhxUSwQdaQbhCDtpR7wCahJ/e2Do3HLuTIMo3bCxZMSLls5XutOs6seffilgwDsFwjtghS3zYq8NRT51T8SQ4cFOW422PFkkuNlqWto1BY5nnmP974NQzn1tir6c8/nqaA02nRZodjK8R98YiUA9f5+g+pGzNZFYhf0Xlkscr9QEGsqwF7c5nTd93k4jITz8Ry3slVRvxO7nuO7O4fAMIym5icgtmiiJGuEXtrn3L28qq2htKBBr6IkazE8uR7X7+7Bq9tOoKW25KSS4+QaJsTwcCiO/7hvHQDg9itmYf7kWlc+xzgw+ciJsazk+JGeEI6cGENtuQ/D4QSeeP0IAGDxtHrXyHHRQEK7uUfTUDslkrbuRVlWtGvDWLRkGAajqRjF6b3nBHyWNW7tqgnYf2xE+7k86MVlK92fv/VugWNy/NOf/jSuv/56bN68GfPnzwcAbNy4Ebt378ZvfvMb1w/wNN65SFoQIv4UoWU3oYzGRezuHNKps5IWnuNWiaxZxbnQVuj9XSPYsKcXh7pHsa9rJOPxb/1ho/bvU3XwgVublRnohbim3IdxdSVFG+RjhDZUY9E4NJoorJx+H5Isa9ersSJfzHNIw6o49HZAp4BmGazf3YvSgIBEUkI8KcPDs7qWrX1dI/jL8/sBACtmqt5thahJ506qMR2c4jH4VxvXAxJw5+OfXV8ZsGy/b6krwQfPm4JjfSEtQDUjeo2ELQ3VpiKmHXs+uP78qYjERdRW+LD14ACAwgZyKoqCeCKVOLMMJFnJq6jRUluCL107H0lJRkNVQPcYKZgoABJZAkdNOW7zuyPHyTIMWIbB468fxv6uESycUpuFHNer8kgyeKopx687fwquiou669suMWJmv2CmJt92cEBLjIiPOA2OZfDpq2dD4DntO31zZw+eWteJylIvbrgwbb1nTLDcRkWpB9+5dRkSSQnbDg5i1xGVHE9KMrxsfsk1sYWzUo7zqQJUUpRPmnLcSvVPz/fwe3lwLIPfPbELV6yegPISr+0ONFIArin3Y8GU2pz7podncfkZE+AVOPzpuX0AgLKgoGu/t1L7DZgox+3ijZ09+O0TacsXOx7lVhgNJxCKJuHhWVO7KCG1Trux59KCkICX1z5PkhUMjcVNFZX1lQF89cOLMn4P2FOPGge3uYW02jjzfStKvdp+0T9iTSCbxYMnI7ZRFAX7ukYwnCIjnQ7krC7zYmA0jt7hk0+OW+VVQJq8tGtzQWDX65s8XmzPboZhdGR4IiEBgSwvsMArW7vx0pbjCPh4XH/+FO33ZkWZUwF0B0Mkx1BiQF33PTyLhCjD7+HAG+JuI0js5Nxz3B1bFSvrpyffOIK/vXgQHoHFLz97JmRZ0a5JK/sSK/QOR8FC7fB1a04XAR0HkuvT5+HhEdJilH1dwzh8YgylAQFLp+t9ql/Z2o3OnjHUVPhx3qJxKATGgpYx93ELxvU4F7mboDzZ6WKKm9aEafsS9W9eMr0eE5rK8p43MxKK44XNx+EVOCyeVqd1STqxVKPPk7GgU1nqRdDPg2UYVJQUz4arraEUP/zESvAcY9od0VQdwBeumQd/wIuGipPDW7xT4XjlmDdvHh588EH89re/xSuvvAJFUTBlyhR89atfxezZs4txjKfxDkUu5bjdhHJwNIaf/G2b7nc6WxVq4bJaHM0Wt0IT2iM9Y3g65Xl5yfJ2nYUIDSdErCTLYBkGDMNgaCyOB57eg1hCwhWrJ7jSvjk4GsOjrx5C0CfgzHnNRVVx7z82CgCY0FSGr1y/MMeziwc3VHVhKql1s10tG3YeHsRwKI7KEi+mtVdhXF0JvnzdAnh4FvVVeWQKLkIyKMcBdZjbN+/fgPhIDEun688vWQs4loGQChyKOZATSAVjhu/qspXjsWZec17+lU4/31Q5LumLCjTKgh6cPb8FHJd/AEUPRvO4oBwXpfRQ5aCPx2gkmZd9kN/LWypCmZQXZixHuy8J+H0mSqLhUBz/XNcJSVJw9oIW1FcFNHUbSegJiZNNXWK0VSmmh30hMJvfoA0ONHw/duwXJo8rx7S2Kl1SvWW/WlypLPWitT6zDZRhGMzu0BeoaB9MxmRIarHAsay2lx3pSbeKJgtox8+lHAfU6zopJk4aOZ5N9d9cHcDhnhBaaoM43h/Gwe5RPPTcPiycUmfbV/KCJa2YP7kWLMugqtSbc99kGEazSjt3YQuicQkMo/++TQemi5Kmkqwqc56kjYYTus8YK4Acf2HzMTzy8iH4PBx+blL8FDRVWhHIcZ3COmrLbsCIXPGNmMX+BACeeP0wREnBjPYqTGyxH2Nms1VhGQbV5T70DkW1ga5m8Hk4nD2/BaIsY9eRIfQORW2rUAtBUpTx7Qc3aT/bUo5Te0BLbYlKjr8dynE6rzKQ44Km5C2OrcpVZ07EpSvGn5Q5OF4XyL6+4Sj2HxtB0MdnVVWeKqA7YFbNbsryzDTmT6nFGzt6UFHqxRevnZ91YDYhzJyS41bDrnPZqti1fiKcQFJU7RDp9xseS+AHD21CLJbEpSvaUVeZPff5xu/WIRqXsHbleFzqsp8yfd7I9XnNOZN0ln6b9/fjyTc6URb0ZJDjWw/0Y8OePkxsKS+YHD9rfgtC0SQmprpygj4en33/XHh5DvVV7uX1meR49liH3KsegdOtE04LdnaOiezNdRV+1BXAZQyMxvF/r6iWmRNbyrX4Wru+baw/Rhthq2v/C794Xfu3m6LJcCyJbQcGIPAcprRWmHahBXwCZk6oRmVl0LFN0b8b8iqrzZ49Gz/84Q9dPpTTeLeBvvFoRQJtq2LmC5zxPjl8CWni4qk3O7Hj8CBqynz41NVzTJ9PUGhCSz6X51T1FMMU7vv5u3/sxuvbT6CjuRy3XjYDb+1TPV+HU9O6C8XAaAwvbekGACycWqcRCna+ByeQFQUHUsrxiRYttScL63f3osQvaOoyn4dzPIhC4Fhcd95khGIiWk3a8mRFgSwrrk4Of3ZDFzbv78fU1gpMa6+C38u/7eeSQDYox8k1Tu5tUVZ06pCENtCHLWprrjeHf3VFiTdjkNnJ/HxiScKxTMb9VlnqxbXnZQ74zRckMC1EOU6rRAI+AaORZFGITq+gkuO2PMdNlOPhaBL/XKcWKudMqlHJcULepO7JT1w5W/MztQK913Acq/mhn2rKcTMIFt7IduwXNuzpw/rdvdo929kzhi2pvWfOxBrbe8NVZ3bg4uXtUBQFJwYi2u+LPZCThuBSh43WupvlevF7eYyGTx45bqW8u2RFO558sxMAMK2tEs21JXjhrWMYHI1h3a4e28MqG6uDaKxWVeaPvHwQpQEBHzxPVVw+8PSerPsmwzAI+DLJFzNhwiAVz9CEsKIoePLNToSiScyaUI1pbeaDsDqay3Hpinbtmg4VYKti5RNKYFV0ygfEVsXv5cGyjI4c7xuOYUqr9WtlWcEvHtmOaELEmnnNWDClDgC0ri2aWKO/J9FQJDTikZcPQZIVeATWETkuZrFVAdRuwVzkeHlJes/75f9tV8nxk6DqNaofYwkJSVHKUMbSINe0R0iJEw4MvC3K8WwWZenBdM72K8mmrUoxuyRlRUHvUBQ8y6A04DGQ4/ldE821QSycWgcPz+o9x09R5fjHL5+p2bjZOddrV03Azx5WhWMlfkE3MNsMxJLO6UBOTakrWF1v5ufTrvXT85tUr3VFUQs1SUlG0McjIcpIihL+tUGN7c6c14y6HLMR03Ff5rX8xs4Tmq/7ndc5F2zplOOpc2mMjaLUwEMjNPsPF0jJC5boNwuOZS07IguB8bvN1XFPzwYqlnKcrG/5KsWNoL9X+j3zVY4LPOvqsHQ76B2K4t7HdgLInOt0Gs5hixy/4447cOedd6KkpAR33HFH1ufefffdrhzYabzzoaukUUEnsVWRZMXWoBWajJk3qQZTWisxiQri6c+JxEQc68usiJlt3oX6hGoV0tQC6oZCOZGUVD9jRq3yT22tgEfgXFUrN9UEEYomEfQL+OsL+/H0uqOoKPE69mDOBgbA129chP3HRtBYdXK9sQdHY/jN4ztR4hdwcUrV9vUbFuJzP1crtpeuaHccbPu9PNbMbzF97Jf/tx3rdvViYks5vvzBBQUdO420cvHUmBBOgya2aQU0IUeM8wSIetnDs5g3qQZVZd6MYSFO8Nfn9yMSFzGtrVLnX6hXjrufAB3vDyMpyigv8ehI9t1HhrDt0IA2/AzIrhw3qsaLAafDksxAB43E370YqiuvhwPCQCJhfazZPMcFgUNlqpVfU4hThQgAtlpsRYP6w6vZqpyayTQNnhrMZES2QJ3+Ha3oIphr4jduBXpmBq2qLLKriq64S5PZZkmN3YGkdpTjAa/6t0aL5CNpV3m3YEqddp/Tz4/GJUTj+Q+hvuvmJdrclCmtFVlViTR0fvQm688ARZjStioMw+CxVw8jnpTg93CW5PjE5nJMbC7Hlv3qMLRQNLfy1wpiju85233lFBEDcVLiF+D1qEPyrOxHeoejONoTgtfDYtO+PigKMN1Agnz9hkX47M9eM329NrzXosjDcar9idMCVjYSCkj7jmcjx2loRMRJWGujJuTgWCSJqrIs5DjVuVRfqYpKRsMJxBJiQQP+nEJnq8I7IyutkKu74GQgFpfw5dSA5xvfM03XrZRvcXrxtHotPqTf41QlxxmGQdAnIOiggUSbhWQjR5zdUY3qcp9tmy0CQkZ6DbnIilmNmNpamWGVR8OO9RNv2C9K/AJ+8ukzAABd/SFN+GDHDifbtTwaTuJAqqM5H0GY38vjvEXjkEhKusImDdJlbJyHBFCDI0/R688M5UEPvvfx5fjyvW8gIco2lOPq3+b16JXjbtpl5SpoO0XCpOhBv7+dXJIuSJLXuTksPRfov0G1JZJdFev9u8HWjt7V1QU5lWh2dXXlePZpnIYK0VBJI6ArqtG4mJMcpwOZS1a0o72hTPc4vehOa6sEGGSoQ+nnEH/bgpXjhgneRMFTX+nH/mOjYFnGsUJZ21h4FgEfjy9cM7+gYzRiUksFvnnzEt3vpNRC6iYYhkFNuR815WoS0TMYwZ6jwxgNJzTCulgYCSewu3MYAHDOwnFYu2oCFIVWOrO4bGWba59H2pfc9jG0amU8FVBR4sU5C1ogKQpKqaGzhIA0Fp7SynEO09urMpJ7p1i3qxcDozF4eE5HjtP+hMVQ+37tt+sgyQquXtOBC5ekr6H9x0bw5Bud8AgsWIaBrCim3nzj6kpwxpxGsEVIQiVZxl33b4DAsbhwaZtWVClEsRE3KMfJ5zjFul09+OvzB8DzLL76oYUZRHVLbQn8Xh4VpdZ2MrQixYi6Cj++f9sK3e/s+qjSoO9hjmPS6vtTTDl+1/3r0T0QwYpZjVpLb1rlYk5ymRVvrUD8qz0Ca0lQAsAP/rIFPUMRLJ1enxHs04WiYtuqbN7Xj58/sh0Cz+L9Z0/Sfm+WkNkdSEpeaxx6R+P686dCVhSUB4vjI2lXffTy1uPa785bNE6ze7N6vpPPJrBSJT780gHs7xpBS10JrlzdAa/AgWUZfGztTAgci5baTCKG+I0DyLASqSjxIJaQdAP0rLBmfjPC0STGmdj+2IX2PVt8Xr6EoxnIvkiIE4ZhUFvuQ1df2JJE3nFwAH94ei8AYEZ7JTiO1REza1dNyLAFob+nXKrgdCeXQ3Jczk6oVqdiv4GRGGRF0a0HZlg5qxGTWypQVqR7iUbMRP04GkmY2lVpr0mQ4iyP2sp0C3/vUBSt9fkP+XMKSTcXQ39OCfnmxMJAVhTNOs1tX3onoAd98xyTswvPKfTK8VPTViUfEHLcjtjkLAuBTy4QctCoHF82o8Hs6RnIJRwzDvemDTJoq59ca5RCXctm6x0tSpEVBZxDcryixKuLLwA1Lh0ciyGWkDCurkRb4/0m5LibyvGTBZZlUFXmQ2tDKfZ3jWT1HJcpLsErcLrvNe6iXVbCQI5vPzSAPz6zD6Ik487rFqDcYXewXjlOk+P2B84mLPgut4al5wIdn3znj2/h1stmZAy+fWtvH/76wgF4PRy+dO38goccv5thixz/wx/+YPpvI/r6+go/otN410A/OCbTVgVQlTS5bA70w/8yA3FRS24YLJvZgGUzMzds+ljKgh6MhBNa+1O+IAoXujp6181L8OQbR7D/2Khp5TgXEpRf18nA7AnVKPEL8BdZ+bLlwAD+9Nw+MADOXzyuqGpour2YqCkYhtEIn0JsJsxAgje3A+4kZUUCqPfKf9z3JpKijGvOnZThZ3cyUV8VwDXnZlqAEOW4sfCUNBSSCgUJZowWG7l8Kr/1wEZ094exdEaDzifQLgSehZSQMogSgWdRHvTAI7AIRZOIxiVTQnXOxBrMmWg+ITwaF/HYa4chSQqWz2xAm4l9TzYkRRmdPSEAasJEznUhXn+0YjroV79bRVGDYDNPOytEYqJGiJkl4LdfMcvGsZDv3N5aZfTETYoSEqIMRbFWWdHEMs+x6QFWpxg5HktIiCUkHZlPzqtV4kWKt7KsIBwT4eFZtNaXaLMhaJDrO5GU8dHvvQjAnFgdGI2hdyiK4VAi9XwJDMOkPMfTzyv2QM6EKKvDYhOSLr4wOxdW1iRGaMrxLCSt03s0H9hRHx0+ofqsl5d48P6zJ8Hn4fJSK91x7xvw8CwuWNJqm/jYeXgIB4+PYnfnMJ7d0IV7P38meI7Foql1uudZqeA/8cOXdcd490eX2fpcADhjjj1f3mzIpUITiqEcp2LDmnK/So5bWHSQjhmWYfCZ9801VTuGs3iuizlIbEJaO1aOE7sWi32gNkXgi5KMkVDC1CbixGAEL285Do5jcc6CFkxpzeGZ4BJo9eOM9krMGF+N8mD2PIS8xuvhdP62fcMnlxxfMasRy2Y2QDJRBubTLSYZrMSy4ZGXD+Ifb3SiNCBkFKMLhd/D49NXz4EkyWhrKNXFF049ss3AMowmjDoVB3LKsoLhUBzRuIiXt3YjEhdx+aoJOe1VSGxSrFlIkixrObgnz7yNxB6hSBIK1DidFo4JnPUAZ5rkzkWO04+brUu695IUuCGs3X5oED/7u2pt892PLdcGqZoVK9xUjv/Pk7vBcQwWTanD1JSA4Z4/bkLvcBTLZzbiijPcVSanLXlyzwUC1LVIV/RwsSMovWerxySKCk4MqjZ++eQ7tDKcziGdrKeVpV7ccul0JJMymqjODHLti5KCaFyNu52KJu3A+HebxSuhaFI7T07yt39HOGbEpk2bhldffRVVVXrlX1dXFy655BK89dZbrh3cabyzYTWQk1YN2rE2MSMAaNRXBbBoah2yFYHpY9HI8UJtVTTfK3UxJYlnZYrsD0WSuGiZM4UyIW5PVkVvSmtlURKSobE4Kko8WiLXkBoQEvDxGA4lijoIlE4U6YBR4FRyPB8F2LpdPXhjRw9KAwJueM803WMaKVUk5ThRG/CcOqQVyD0x/O3C+YtasWJmI0oD+sBQK/q4VBRJq7iykOMm5ygcTSIcE/P+rgSeTfmT6l9//uJWnL9Y9QD8zE9fQTSefbikGURJxlMp3+D2xtK8yHH6ON0YyMlzDCY2lyOelDR7BSA1OJi1/10mdYrs/DISq+/cCkav3d8/tQevbj+B1roSfP3Gxaav0e01LKNdr6caOX7uwnEYjSTQRpEymiopy7V9181L8JVfvwkAWD2vGaIom5LjRlgRq1qyl7r2fv7Idmw9MIDp7ZW46swO7XnF9hwfV1eC966ZiERS0ilPk6Js25rE+PeJhgTs7UQu9dHhbpUcb09dD/molRJJCT2pxMnJ/kKvuSV+wVKB7aYH5/88uQssw2De5FrMmmDf9scMuYogK2c3YsaEKlf2rrAJcUJU4H0WyvGz5rVg0VTVNsfKBiActY5lyXpgpQrOWzme01YlHeMNjMRMSb7eoajmlb98ZsNJUY0Dehuk686fknPIH6CfeVFd7gPHqnY0b4fvOMswYE2ux3y6HETDnpcNsqI+302LBAKBZzG7I30v0/lZvvvvht1qh2FdhR/zJteC41iIkqwVjE4lDIfi+NzP9dZIZ85tzkmO3/Ox5YgnpaLtsXT8WIiNBW39dMmKNiRFqgPCYKsSjYvoG46qe4uDwd65Cj1cEYaE+7zp+zCWEDOss2gILinHZVnBS1vUbrGm6qBGjo+EExgcjSNkY8Cw7c9SFDBID3PNZqtitCdhiyRKM3qO11b4cOa8ZrXjJA/uREfqUwIuzVbFxvcV9AmWgrW7bl6Cux/YhGhcxMKptY6Pzw6M59dMrNdQHcBZC1rAcanCxam3DJ4ysEWO/+///i8effRRAGrbym233QZB0JMfvb29KCsrM3v5afybgg66ntvQhX+atPp+6w8btX9bJUd0IPPwSwcBAFNbK3H2ArVFbP7kWsyfnH3BEQ3kOABEcgyWyIW0ylu/CVekghkFqidhtlZNI+KaGl19z417ejEaSaKpOuAKiX2oezSl1veguTb/VuRsCEWT+OzPXkVFiQcfumAq5kyswdTWSvz4U6uKpm4wfj4BUbsCqZbAeH7t0Ud7Q9i8vx8lfgE3GB7jXFSW0TAq2opVhXcTLXXm1xQ90Gfzvn68sfMEGIbBRy+d4fgzREnWte7R8ORQjpN7Nt/ikx0lgapsTjhWO9HKvnyuJVHXbs26MpCztb4UX75O9dGnrRtESYHgoLROd/fkaq83g6Io2vk0I8dlWcHB7lFIkoz6qgAqSrwZXrvafZolKaIf43lWu06K4V9fCM6c15zxu1wKV7K3kmu3xC9AkmTd0MX7Ht+ZkQhkIy2NA4vSRByr+56LTY431QQ1tU5XX0j7fVKU8iJlFUXBilmNECUZzSa2ICcbqhVM2rud59KWbaIk42iv+je3N5Zpzy8NCKit8OPg8VFwNizewlQnnZOuN3otzdWN44YHp6IoeG37CYiSgpoKf8HkuGgoQhtRVeZzFMNlAyFO6Jb7mpRQYHgsjqQoZxBQXg8Hrye7mCAUs1aOn7doHBZMrkXQIvYiCjLnyvFctirpc9Y/EjUd9smxDCpKPBAl5aRaesQo4tWuX/gN75mG9501CQoUcCyLq8/sQElAQMcpMiQdoG0AHCjH6T0vR+F65vgq+DzcSRHv5OoCtIOXthzH9kODmDm+CvMm14LnGIjSqek5brRGcrLv2P0+Dhwbweb9/YgnJVxzjr3OSfpaMlo8rtvVgy37++Hz8Lju/CmW77F21QTdHKKygBcrZzdqPxvJ8UPdo/jenzYDAD77/rnaY1KO7lyrWUgETixazLD/2AjW7eqBV+Bw6YrxEHhWF4/GEpK2jwbMbFU05Xhh8ZAkK2iuDUKUFF1OXQwxx67DQ/j+nzdrP5tZUhHoSWYudUwpcrwoynH1fDbXluD6LNdfLpAciWMZ3RroZCCnFUhcQ+bTiJJie0C6Exg5AbPumEktFZjWXoXKyiCGhjJn851GGraignPOOQcbN6ZJzIaGBvh8+mBx8uTJWLt2rasHdxrvbNCb6iUr2uE1afUlyJYc0Rvins5hhKJJ+CyCgYPHR7H1QD9ESdEp13TK8ZQCsmDPcWrIIA260j8UijtKrIy2Kn978SBODEZw5rxmV8jxJ9/sxIbdvehoLstrWrcdrN/VAwAYDiW0QoRH4E6aVQwhx/1eXpe4feqq2WCgJmNOUV3uw9TWCtNEKq0cd9lWRdJfX6pdgap8cdsaxik6e8bwxo4esCyDi5a15Rx2SO4/L8/ixGAE63b1gmPzI8d16gTDNaUfyJl5jozFJ6fgbSSfZG0yU1++ta8Ph7vHUF7iyfB/5B20j5qB9sXjqZZGtxLBQhKLJEWamqGrL4TeoSh4jsHsjkzbGVFKe0maJYJJUdYKrR++cCrOmNOU9tpNJUmcjQ4POljkOVa7Tk415bgZZo6vQnmJN+twLIBKLDgWkiTrhi6WBQV850F99182xbFRCZUughjI8WJP5DQ5JiBdlHNKyjIMgw9fODXnZz23sQuPv6a+5w8+sTLPI84NRUnPSgHUf5Pr+Hh/WPt3O9VtctfNS/C3Fw7g4PFRW51aYV1R2X4Rm1gPjW8sw5Lp6WvlF49sR89gBAum1OKSFelkMJeqfSySQP9IDElRxuRxFRmfF42L2l7bOxTBvY/tQCiSxCeunJWXyp++H4oNo+c4kLYfUQAMjsVQn0XFvKdzCN0DEZT4BSykbGumtVbiU1fNxpGeMUxrq9QNm5vUUoFJWayG81GOK4pCkePmpHZ5iSdFRiqWfuozxlfhv29X75uNe3rxP0/uhiwrrs/aMYLem+12Ivm9vC7OOS/VKXayEYklEU+qRRSj2CStdLS/XxnnbGTD5HEVpvdkMcCylOo0z/3X6E3Mcyw4Vi76gOh8UFPux8fXzsRYJIEFU+qK0kVxpGcMT7x+BADw3jUTbQ3sKw0I+MVnViMuShl5d2dPCK/v6EFZ0JOVHAf016Qx/jbu2TSRSt9zuebd0OIGs3WJ0/nOO4+LO3vG8OwGde4eITjpnDCWkDRewYwcd2t+hcCzuOumJRm/9xIrRReJaONakk05HjexJ/EIHMIx0dWc1XhfFwoivDFyFKTY4IYYjVzHxer6zrRVOQUXuXcQbJHjFRUVuPvuu7Wf77zzTpSUFEd1ehrvHug9x9m8VUP0hjihqQzRuIg6CwLgUPeo9v6XnzE+7TdLHQsZnlUoOa619hgW1ErKQ304ZYNhF0ZlK/m/G557QDoBJm29u44M4cXNxyBKCm69bIYr0417h6KYN6kG5UEPxlkoiYsJoqIq8euXN+MgVyc4c24zzpybqdYE0oSf2z6G2hAcKgDw8KytttZjfSGAYRxPpbeLE4MRPLVObYc+d9E4+HPMPyHXtcBzqCz1oqOpDBzL5DUxng7AjIktzzH43PvnwitwuqFZ2nEYrJCcIj3wSn8/dg+EEUtICPh4jSwyS+i2HhjAi5uPo7E6kEGOG/0QncJoq3L1mR1475qJluSFU+iPz9m1LuYgx/+16RheeOsY6qsCpuQ4TU6bkRlmx6Z57aY+k5D72Y494OMxoaksNemdwYz2KngFLmfx51TAGhvDtiRZ1ohqgWdxwRL9vrvr8JBOSf7A03uyKo7TyZ76/ZBzznOMztPQLXLczrpGk5z0PVGMwUiSJGMknAAD2Bo6SMPJGr1qTiMeS5HwgKo862hSFavEbxxIk+MkniLXbTwp5VQr0R1XJTaGuxGkE/LMNbGrL4xWgz3U+t29EHgWAS+PxuoAjvWHddfYsxu68NhrhxH08fjJp8/I+LxRaqaILANv7FCL8WORJKrK8iDHJXcT7WwgtioB2laFKlz0D2eS46Ikg2MZMAyDf206hvW7e9HRVKYjx70eLus8i2xg8yDHdXOALAhVlmFQXeZDz1DUkhynMTgWx87DQwCc30tOEU0RPByrntPOnjGMqy/RDdk+VfHUuqN4/LXDKPEL+PGnVukey8dznCZRrLoATga6ekP41aM7wHEMbrpoOsbVlcArcEiKct7FaWOO9sNPrizqdVUIjAUvO4gnJAyH4+rcKC+f828L+HiUBQR4Pep5tZPvMQyT6l7JXFury7xoayhFqY1iakKnQNe/l37PljCxpRyf/8A8JEUJ1ZS4rHBbFdb0uXYh8Cyqy3yp+FB9Lz91XkbCce0YzWxVeKq7L5/cJxfIde7m8MvmmiA+cPYk/OX5/ZBkxbbnuJdSjgOFzT4yItecEKcgx+a1KNrYUY7vPDyI/3vlEASexa2XzcwoXJJYzI6VcD4wrvmnYnfMOwmOMz6aJKeRSCSwbds2LFiwoOCDOo13B6a1VeIjl0yHKMpay2o+CSq9id188fSMRWfzvn6cGIygqsyrWyxFUQGXKr431QRx7sJxSEqyVpGPJsSCNqg4GTJoWKDpSclDDsnxuEGN7vZAOCM53j8SxbpdvQBgO1jKhW2HBgEAn7hytu73oiRjYCSGsUjStMXWLZC/scR/cvwr0wFPcZTjgrHNy4Y1jNqGz7g+9IOA51hUlnohy4qOfN11ZAj3P7kbkbiIr314kdZaTYIPj8BiyfR6ncLQKWjlgjFgZxgG09urjC8BoKrdEiZDdJ2AKF6M5//hlw5i454+TGopT3vzmdyzAsci6ONNVSV0YpOPctxoq+KGV3JXXwjH+8PweTiD7YtD5XiOYNYnWBcUgOzfOaBXCRGCVlOOp8gbrcMjy7k1EkxT2yo1P8dTCfc9sRNQgEXT6kyLCVagFUXGfYuAVpJPaa3A85uOWb6f0XNcpFS4Qb+As+Y3g2UZVJW6Y0thta69uq0b2w4OoKLEq5vzQSc163f3IujnNX9mn4creDDShKZyXLikFX4vrw6pdWAN4WSNHh5LgGUYzf9TgdqFMndSjUaOV5Z6dbEHkE7Q7QgBwpQ1hxNbFS0hN9y7cybWoK2+FBNNbCe++/Hl2jU2GknorjES30Vioung39Fw2n6graEUR/tCKPULeRdgxBxr01v7+vD7f+6BKMr4r1uW6mYvOPocKa2IpImTGsp+pG8k07/6V4/uwKY9fZjWXqk91031GZta153YqtAxebaYsabCnyLHc/ty11X4MbujGgLPOr6XnIJYA/g8HLYfGsDOw0MIx8Ss5HhSlMBzrOuEllNk85DPR5lKi49OprWNEdGEiGP9YQDpv9ErsAhFgXgiP6LHqDA9VYnxfLHv2DD++89bAAB33bQ4p1Xm0ukNlr7I+WDN/BZbRXkASFL7g2AgIWkleVKSUeIXMC0Vd9FEb641StcFkWsgZw4VuhlWzW7Cqtn6IdC0WGNwNJ3vmw/k1Mf4bt9vniLYANZVBnDuogBEWcZfnz+AWEKy5E305DixA80e2zuFoii4aFkbEqKMCSkbuVA0iX+u60RSlLFqTpNjUVg8aS501DpxbBz7cCiOfV0jlo/7PfZjsXyQ6TmeeQ1sOziAfV0jqKkM4Kx5hQ8zfzfDMTm+Y8cOfOUrX8HevXshmywuu3btcuXATuOdj/rKQIYKhnhhzplYg1e2dgNQE9v3rplo+T5ijg3v9R0nVDVNcxnWUF6sSUmGF+piN7G5XEvSQtEkFk6p1fk+5gOjBQoBaXcMRZMYCtknx1XyzkI57hY5rqmq1Y2bTmzyrTTaHXgWT0r457qjKAt68MMitqCHovq/sdhIk27uVmrNBsLZTX427OkDgKJ4mwHZff7JgKpIXARxgzVTwecLM3WCHei8E/O0VTGSgcb3Fng2XdAyITCuOXcyrrHw5WUYRhvylU/gbjUAuRBs2tuHR14+BK+Hw62UBY7T4xNTw5esrAsuWNqKs+Y3mxLfgDoIrKEqgHhSMk06dOcuRdx84JzJuGzVBO3+5LQOj3d+u+EbO3pSvpMlmN2R+/kENFlsdo0YO7jKAp6sa4hRWaPZ5/AsyoMeTYHuFqzWtcMnxrBuVy9qK3xYuyr9mPE+/cp1C3DHvepA0ivOmKDz2aYRiibxzPqj4HkWS6bVWQ7sm9hSnneh18kaPbGlHL/6/GoMjMbx8IsHsG5XL7bs74esKDjcPQoAuuGsBHQrrxnRTIMe6ujIViW1BvePxLBhd6+mfrxytfmFmesaI/u2AjVeKTWQ0TQ5Pm9SjTZ7Jl/kGsgpywpGQupnFuLRSXvu7joyiAef2ZvxnN8/tQe/f2oPgHRHZTwpQYG6xlkNRcsm8vjdP3ahZzCCGROqccny9ozH87FVEQQW3/7oUkiyktX+gZD5VsrxkVAc/aMx8CyLWR3VeSnf8wFRjvs8PJpqgojERNRXZbce+vwvXsdYJIFLlqvfS1dvCH994QB6h6P49FWzUZ/DzsotLJ/ZgAmNZab3cj7keMAn4L1rJkKSZTRWZ/8bdh0exEtbuyFJMm651J1OUwJjcR+wLrzZRdLC+vJUx5ETYxiNJFAe9KDVZF0n0HX7FCnfESVVue/h2YKKQ7Ry2JtVOa6/dp3Y+en98808x90fyOnVkePpdc6MX6DnWhQiRosnJOw5OgyBYzCuvlT77otpA0j2HklWIEqyqfgmkcjMzbwWgqJ8wTBMRgwRi4uaXdCUcRWOyXGrWVQVpV401wZNcw4jKkt9WDClFklRzlCgA+lYrFjkeKZyPPP63nVkCE+92YmqMt9pcjwHHLOD3/rWt8BxHL7yla/g7rvvxpe+9CV0dnbiwQcfxD333FOMYzyNdxnuunkJkkkZ09oq0VJbgk17+7I+387AGJZhIHCsLbK3xC+4EkhkU6FWlnoRiiYd2aqIkqx5ipL3zEa05YNQKgEmgyr15yu/YMHuwLMX3lLVYaPhBCIx0VQ96wbS5Lj+/e99dAe2HxrElNYK3Hb5LEfv+dKW4xA4Fm0NpdrgNwKOdZ90k2RZu+51tirakEX9tW23QGF36Fm+qCn34az5zQj4eJ360MqCKB/E8/ALBQyker62KhaBHu1bu3BKLZprgjpFoF1wnJ7gdQLac1xIedNHYiISSQlV5b68VFPknPkEzuDXmKfnuEWSWhbwAFny8roKP751y9Ks72EsLFSWenXzH3gbnuPvBOj8fqnvZMehQezuHILAs7h0hTnhKrpcQOENZEwu+xynsLuu0YVq43AvgrWrJuh9+TnWkpgeiyQ0G5PxDaWW5LgTFLpGcyyLugo/Fk6pw7pd6qDufUeHtQGk7Y3W5DigEqqBLEkeKZyzDONoXaXvJzeScpqYD0VNyHFqcF1poPA4jlwjVutKQ3UQFyxpTc0gyH//4jgGFy5pRTgmYs28ZrTUltiawUMIB6/Aad9L1DAU7VeP7tA6AMuDHnzq6tmajdyRnjF09oR09i2648pjICfLMLbuCbIHxpPmasMNe/q0IsFvvrBGNdM/CSDKe5+Xsz2YMJYQoSjpIivDqEo8ANh5ZPCkkeMttSVosVAIzxxfDb+Xtywym6HEL+CCJfb80/tGYnhzp2pjdKPkTqcpgU4EldrXprdVoaEqgNb6/OwZE4a4cyScQCIpwSNwmr3mqYK/PL8f+7qG0dFUjm0HB9A9EMHquU340AXWsy+mtlbik1fORiiadFTQdII9R4fx/dRwTDvqdCvQ6ltj7GG1ZwPO7Pz0nuNmtir5x7BW4FgWHp5FQpQxOEYrx008x+kigCQj9yQQcwyMxvDDv6odA5953xzMHK/KkLw5OjALAR0TROOSKTmuG8iZen5afV28uFtXdMgjvreaRbVmXrNOcJkN09oqtW4HM/i95nu3WzCeX7M8J9fw8dNIwzE7tXPnTtx///2YPXs2Hn74YUyePBnXXHMNGhoa8Je//AUXXnhhMY7zNN4loBO/ZeVqe1cuX2r6Ju/qC6FnMAKvwGFeSrn6sbUzAajB/Zb9/enXFXkSb9q/OHOhqSz1YnA0Zup7ZgXaS5ks0l4XK8G0dx+phPIF+AjTsOMnTycPPUMRjG/M3wM8GzTrGEOwGEtICEWTOgWXXfzx2b1IJGVcfsaEDHKcnENJVlzzyrRSAaeVy/rrwW6BotiorfCbqkU1WxWexeBoDPuPjUCSFSycUuvY/oNuKTdLAn/8v1tx+MQo5k+u1R2LzlIiT5LDUjlO1IcCh8UF+BirAb2cl6rFqAp+ffsJ/O7J3QCAn/2/M/Lyzb5sxXict3AckqIMhmHwgbMngeMYx8OiTsbQO45jANG6SGXH/qirL4TugQi8AovZHTXo7BnDP9cdRUKU8MFzJ2fYVhSKfGYDWBWL9xwdwhOvH0GJX7Akx93uLjAqFcm5det7truu3fvoDgDq+sKxrGZBkqlWSq/N2ZIoWVYQ9PEQJcW1Lgy31uiZE6q0QYevbT+B+ZNrcfjEmOlMDfqej8Szk+Mhbd/kHakD6WKlkci2wraDA+BZBvVVgYyB5bRwgVazExDluN/Lu2IdlcvyqbkmmLWz0S6CPgFXU+/TlvJizzWDh8SFXoGllON6spkepjoSTiBKxTjT26tQW+G3jLfy8Ry3izXzWnDW/BbLvYfE9gyDrF0NbkMjxx2QyB84exJiCUnrFKmt8GNqawUiMRFHToSKcpxOUUgnix1wRVDeEtB5HtnXrj3PXuHCCkkq7gSAH/xlMzp7QlgxswE3XTy9oPd2G129IRw4Ngqfh9dsl3LlKhUlXsydZD8mSYoyjvWHEE9IaKoJ2lqv6WGEgiFuHhqL41D3KBKihPmTarPG1dk6N43k+DMbjuK5DV0oDQj4jxsWaY9ls8QD7Niq0Cp05/luV28IkbiI0oCAxup0zObzcEiIMgYo5biZ57je9jX/fFt3r1BFAI9mYeIe97FuVw/W7erF3qPDANQIKpaUYLabBHwCJraUI5GQdAM5jcfsNrIVV+zASjnuJsj1EIuLRZmpYeQEzPIccv+cjOHj73Q4zpZlWUZtrUpKtrW1Ye/evVi4cCHOPvts/OpXv3L9AE/jnYtnNhzFxt29qCr34ZZLZuR+gQVIEMYwwIubj+GlLd1oqglq5DgByzKWFcSNe3qxr2sE5SUeXLikTfMf5jgmb/VDwqLaCACfuHKW4+E2dLWXbHI+ITVQywXleCSW2YLHc+bnKx/k8pNvoMnxweKR40Qdb+wOWDi1Fi11wQyrn1xIipL2XZeYtcrRAZckg3WYsJsRZJbkeJYWtXwH3uaDobE4BkZiYFkG4xtLc5Ip9EDO/cdG8Mv/U8msaW0rUFHi7HzphjOaBDNjkQSGQwmMUYPbAL0nm1nbmx1YDWixS/72DEYQT6qDO2vKM3UjJKDPJ5BMinrSlE5UEqKcc2iqGTwCp3ufcxeNc/4moBTFvPV1oihquybHsXkFjup6K1kmUKSlVsoyDGnD7l48+mp6GOBYJInXd5wAAKxdOd51cjyf2QD6xCj9N/i9PEoD2bui9OtK4YmAViwitipi2uc9Ghfx+GuHIckKls1o0MhAp7Czrmmekam/6Z6PLQPPsZpah+CJ19PvkS05ba4tMR0GaUQomsT/vXwI0YSIcxa25Bz6nO8a3dUbQlmJB6V+AT4Pj8tWjkd1mQ81FT74vYJlcSXg1au9ssE4jyQbrFTwRM0GAIun1aE5RcCcaVBf/eRvWyFKCq46swPvWar3eaY7vmjbAAIykLMspRrffnAAQ6E4GqoCmNRSkfPYjSD309uRMNqZwROnEndf6vskhR+yNq+a04S6ygBe23ECZ81vRiVVcMhF7GvKcZeG5tIg3YFWRUC602RoLI7N+/uRFGUsnVGft7e7HcRSre3EB9YOVhsGsnsEDl+4Zj6+8ps3sf+YtdfsuwmFdI/lgl0feycweo5rBfIiFIIKBemIKQsIWvxD52xuYCQcx3/+zwYAwO1XzLK0RqTRWl+Cmy6ahoQoa2suwYFjI/j5I9sBAN/7+HJUZSEXdeIvo62KIW8fDSfQOxxFLCGCZRiwjGqtl9NzPMeg4EKH3v/fK4ewca86W+iOD6bn6/k8PEYjSZ3nuFkh2q1820ogUQxbleP9YWza2wevwOHnnzkDXoGzzPdmd1Rjdke17ne3XT4TLMu4Nux3JBTH318+CIHjcNaCZjRWBzMU+U6RMMSPxQApECtQ+Zx8xErZYOwmN7N5zTVf5TTScPzttLW1YePGjbj44osxYcIEbNu2DQAwNjaGRCKR49Wn8e+EnsEI9naNoC5sfV0oioLeoShKA4KlqokOoElCb6ySEfAWbVM7jwzh+U3HUF/px/xJtbjz129CVhR8+uo5GYu5XZDKs9mCms9GoLN9SClaPB73Njs60dRsVdjCggUa63f3witw2rGWBgTdwLOKEg88AotEUsaJwUhBn2UFWh1vJImWz2zM6z1DObxYjQmD4HBVNSPIdCQWHfzkmPydz8DbfLB+dy/+9Nw+AMB9X1yT8/l3f3SZ1s66p3NY+30+11wu5fji6fWY1FKR0YrrhnLcSplhN+h44Ok92HF4CLM7qvHpq+dkPE53IThFUtK3rXY0l+GWS6fDw3PwO1DIFQO5CKi39vXhZw9vh6woapJlUJMOjsZwYjACr4ezJMDIfUjUQ995cBOO9Ixh8bQ6fPjCaZpqSIFKBHEmAT7ZM8hzS/wCWutL4BG4oigb85kNIFqQCBcuacs6UA7QrxvFUY6nv+ekJOPJNzsBAO0NpXmT40DudS098Fe9zo3XDwG9drjhgSlJMp7b1AUAmDWhOic5DjhfoxVFwd0PbkQ0Lmkk+kXL2gGoJHW24grte5rL6zIU01uuZYMdFXz/SAx/f/kQWutLdOS4KMnaNWym1Cox2KoYQZTjpHvlgWf2oncoijXzm/Mix3Mpx4sJMoOHdDg98PSejCGxGjnu4fSt7QlJu94XT6vH4mn1uO585x7/+SjHe4Yi+Mqv3wTHMbj9illaW78VrIqAZP/nOQZ9w1H84Z+q3/qUcRXFJccp5XgomsS+rmGMRZKYP7k2p+WiHXukD5w3BRcuzq+QnAt//tc+7D06ggmNZQUrqwG1cPHoq4fBcQyuWt1huXYCBv9nl5WgSZ1yvPC9lu4cInHbVas7EEtIOru1UwVEzFEa8IDcilYzMfKFz6O32bKDqjIfVswyz510gzRz7Kd0zm4UlPEci/csbYPAs2irL0V3v5ofknyf41jIYu6OSimHrYoT/3IzxC0Uxmm7q/Q5NRbmgbSdBc+xBeXbOoEEJTjRbFUs+JF8QGIrn5fTXT924YYIg8ZYJImXtqjz6uZPrkFjdVAnisxHka91ZxnypJFwAkdOjCKRlDG7ozpr3rincwhHekII+njT+4Umw6NxsfjkuMl50OLz0+R4Tjj+dq677jrceeedAIDzzz8fl112GXw+HzZt2oS5c+e6fXyn8Q7GuLoSLJhca9mCH4om8bXfrsPQWBw3vmcaVs4234CXTm/AhKZyyIqCnYcGAegXgt7hKBioHl+6RZLaQAJeHtVlXlSUeOH1cJpKxm6AYIaf/b/VrrYK6ci71N9BlLExF8hxOtDSlOP0+XJhoOT5i8epgTbL4K6bl+D5Tce0xxiGQUNlAJ29IfQMRQv+LDMUY0BNOMd70oRfPteDGUFmNTjPytaDYP3uXvg8nJb8MQwykm03QBQcHMtkqAgefeUQRsIJTG+vwoIpqjKlxC8AqXNX6MR4na+dSbBy7kLzpFT/OneV4yQYFXgWu48M4bUdJxBPSPjoZTN0KmiJOm9mKMS/3thtUBb0mKrTnSCelMBzhas+cvn6CjxLrcmZa93WgwPaoLrfWBRjeAPJE0tIiCUkjYjjDUUsM57+4uVtOHtBC5TUsbQ1lOLrNyzO+ffZhRuzAXStww5JBKMvfaGwIsd5ngXPMigv8ajzQAoMxtfv7kXAyyOSSj4DPl63riU15U/2z1k4pQ5Prz+qvsaFvduY8NiBcY0WeDbrGh2OiZrqu9pAXOUqrhhtVbLBiXIcyK2Cv/8p1dLJuFexLINv37oM8YSE8pLM2NDv5TVbHHPlOFFYqq8t9QvoHYoiFMlPZfn+sychmpDQamHvNxyK4/HXDkOUZJy7qNXxsC+CnYcH8da+fgR9PC5dOV7bF+66eYn2t0xprdDFTEC6a9ArcDqlcywhuuKbTIqETjzHRUlJzXdQwOQwCk8kJbyxowdgMq9TEnNyLKtbI9wgd7JZVl11ZgeGQ3GUBz04MRjBT/6miryaa4Ioac5uS5KrMLR21Xhcc/5UDA2FC/sDLNA9EMGh7lFT8u3g8VE8ta4TyaSEGy+aZss2YziUwPrdql89KbpZQR+7Fd9WZe/RYXT2jMEjcDhjjrMBcrp4KBXvTc3iCfx2QlEUXdGP7E251uz7ntiJo70hzBxfjavOzD2Zmy6uudGNnG2QphF0zm4UlDEMozv+l7YcV5+X+t7Kg55ULJp9f68p9+HacydDkhVUm8z80dkC5eVNnZ0cn9NRjQ9dOBXRuGgaM09vq8R9X1yT91BTApr41NmqCGnxTrYhzU5gtCZ6u8Gw6pqeECWt+M8yjDZzKJ+47ovXzEM8KWWcr4PHRvCTh9W94Z5bl1nO7QCATXv78cyGo6i2KCblEys6QdLAEZnaqrg8E+jdDMfk+NVXX43KykpUVFSgo6MDd999N37961+jsbER//Ef/1GMYzyNdyhWz23OaEWkEfTxIGvR7s4hS3K8utynbXT7Ur5XtA/aD/68GT0p5dBKalGiN+srV3fgytUd2u+vXtOBgJdHewFqNsB6kRElGT1DUQyPxdHeWGor4SwNCLhwSSsSSVlTb2iV4IT5QCMn0CnHfZm2KqJYWLC7dtUEPPLyQQDqJl0W8GQkQ/VVKjleLOV4WKeOd06OmyVUuQh3p0NN7RBkFy9rw103LUZSklFHbcjE8y9bIHrV6g48kBpy1VybXyKfC5KW1GZejy9uOY6hsTgEntXIcRqFTownQT3HMo7sN+iEO9/2OZLAi4bknVYf9g5H8cpWVdlw43um6dQIYi5yXFOOOw/w6GvPLWXAD/68GXu7RrB4Wh3eu2YiMYe7PwABAABJREFUHnp2H0RJxtpVExwpgXMpx+lkw6xLJk4Ve6z+NmNh4az5zRgKxbXhZXr7IwUwWR58Hj4vdYxduOE7baUctwOrolu+oMlx1RaHFCJYBHwCfnD7yoI/g+A/b1qEzt4wBkZiqK/y48CxUe2xuKYcT3UHaMei6JRLE1vKUV3mxcBoPOsaGo4lMTASg8CzqK3wW55ngWe1pMxJwvP1Gxbht0/swt6uEVNvUhpegcOXrp2P3qEojvSM6fYJAqviipOEzCk5DmRXwVsVclmG0e1pRjAMg6Cfx1gkqQ0JpWFUjpM92YxIt4OlMxqyPh5LSPhXirCeP7kub3L84PFRPLexCx6e1b4f8v+Ne/rwjzeOIBoX8c2PLNG9TmerQu0lMZuDvZ7b2AVZVtDRXI4JTZmdDZ+4cjYAxdFaUhYQ8N41EyFKMuorM79Lu0VAWjleqG+sEdksqyaPq9D+3TuUjkXpYa80TgxG8NCz++D1cLjijAlZC0NXrM5NUuZCNmI/G8ExGk5gQ4rojiYklNpwEPR6OHQ0l0GSFFObOho04ee2h7CZrcr6Xb14blMXait8BZHjpwqxZ4VoXNRi4bKARxNt5fIcP94fRmdPSOd/nQ08l96vzEQITiEYrPuyoa7CjxUzG5AQ5Zyxh2ZZmtq7f/fV8zE0FM6pCq4o8eLsBS2Wj/s8HMY3loJjWXjziPM0+zYjOZ7aZ0VJRkWJKsIzgxtkNWAYPEoVrGjRT0KUXfHQTmrCHw6RmIhYQlU9mymfDxwbQf9IDGUBAdPaqwCo5ywaFyFKcsFiHUAtYN5185KM3/M8Cykh5aUcN9pHEugLtjk6I3KosvWxmPtDOT9wziRcvLwd3/vTZsSTkmkOqc0EOsXXw1MBeWWB55xzjvbvSy65BJdccolrB3Qa/z5gGAaXrhgPjmWyTvmloU0+phaqJEW82FHxCjybs/28UHQPRPC1364DAHz2/XMxI7VRZENVmU83sAlIT3xWUPhmFzYhx/XTuwsPdsn3YuXpTIZydg+EXats01AAjG8sRTgqotygmtm8vx9b9veDZ1nLdlSzhMqsqECjviqAcxeOA88zthTJhRBk5Pq2UlaR13X2juGlLd1QFGeWDXZBVGZmVhMBH4+hsbhGxsiKAkmSwXMsmFSFnyAfhTTDqP85fWU8YT0QyC7M1h9Ar64oC3rQUhuEV+AgyjK8SN+zUo7KPZdHi7vxGOj3KRSkY4XnWCREGRv3qkrVNfOtExDTY8vxd9PrWsKEHF85uxEzxldpg0HNQJIEokZcZUimdfZHLnTJ5ItCZwPQx06r4cOxJPqGoxBFBeObSk2VS6V+DxZOqUVClDU/4EJAkldJVnT7h+BCWzwNcl6+/+ct6B6IYPXcJnzogqna4wlD0vq1365HV18Iq2Y34ob3TNO9F0+s2bLsdzsODWpzEf779hVZk12/l1cHPdskx8nfsmR6PfZ2jWAknMA5C63vJ4FnMXlcBSaPq8BKNCLo423vHQEH5Dg9kNMustmCaPMx8ogrSvwCxiLJrLYqpSn/25LU/40zJtyCvuMk/3XDI3CoKfeZJuHRuIhD3WqxJ0YNThWltJWAR+BMbRFC0STuf2o3gj4BoWgSFSUezGiv0mbyPPzSAUTjEtauGm9KjuezDpQGPLhgSavl43ZjnIeeVa3ZVMtEd8lxu5ZVtLra6hoaCcWx7eAAAOCilEd+MS3sshH7moWbyV5aFvRgYks5BI41tQ0zw8Tmctx53UJbz+WLqBxPmnREEVvJfLZrsxlObiOfgdpmGKWuu7KggFBUvf8jMTFrnkTWxxIHBU2fh0M4Jtomx1/d1o1Xt3Uj6Bdw2+WzdI/plePZ329qW6Vt5b5GyOYZp1uhpsKP//jQotxPtICV/QYpWrpRcLADsy4LIDOOdoccVz9LURTc/sOXAAAfumCKqfDx5a3H8dKWbh2B/cTrh/H4a+qg+B9/alXBx2MFgWMRh5Qz3nByz05qqcDdH10KgWMtHRAIklT3sBnoTh+7saIT1FUGUFepWhjuOTpsKtTLReCfRhq2oqKf/vSntt/w9ttvz/tgTuPfD07VACTIEamhavRgTCtbFbchSjKGxuLwCJxq52IIVGlPu+GxuPHltuEzKCoL2eyOD6htnizDaAu14PL5smo7I2ioUivHiaQ6dMVqwF2+Qee4uhLL4OfIiTG8uPk4/F7Okhw3S6jCJoNMjZ/5gXMmOTrOfAkyT5aBnDQELrfCvBBkswchFXISAIyEEvjsz14FA+Djl8/UJaN2EywzJZqiKKaKyc37+7Hz0CAEgcXVZ6aLTfqBnPndRwum1KKhKqBT8AH6oGPuxBrMnVhj+npSDCiGrUp50IPJLeWQoZJ2g6Mx/OrRHUgkZVx77mRMbMneLm4GraU/5Xc7uaUcHMc6JlQmpzxkrYbw0smGWYIR9Ak5Fa25zp3eL9X8OaIkqwOgtCKFjK37BxAXJbQ3lOmGCheCQogVOujlqH1n24EB3PvYTgDADz+50tSzt62hFB83JLiFoLbCh9kd1WpikjRP2NwE6QYKG0hTo2+0kPLhNEuUCHGfbW20GohshkCKHHfaKttcm7bxONYX1qlZs8HJ3kFIx6Qo51aOx5wTLYC1LYimHDfMZ7BTFA9aqMETSUlbH4ilSKlf/f9YNPfMo3ziCifWAdlw3qJxOM9ioHFDdQCLp9VlrHE0wecVOF2CHU2dh7FIAhtTcQuBR+A0clzMsecUC3auU81WhWN1BGY+5zlfyyqfh9PukVGL+Ui6IeCpvYoUhtoaSrH9oGr3+PymLnzYUIzLB9mI/SRR25usSxOayvBlalCg2yhU2JANdGxEOgIvXzUBV57Rkde8D7M1/G8vHsC2AwNoqg3ilktmFHzM+QzUNgN93ZUGPAj41J9lRVV4W/kTk3lITgqaVuS41dp4YjCC3Z3DprmPE8/xXPj7SwcxFIpjamtFWmR1ipF4CS2/1R8XWRNGwgnIsmJ5vUqyjJFQAklJRnnQk3eXotXwWnoNNc5Fyhfkuwj6BVWUpFgXAeIUF0OQnhNXXEGK0eLPClYCOA+vxkp0bOL1cKj3ZMb8ZvdKLvuZgFfliQJerijDrwmWzWzApHEVpjFOLnHWaaRh6858+OGHbb0ZwzCnyfHT0LBuVw+GQwk0VPkxu8OcLCLIlrQ88vJBvLGzB3WVft107aQowyNwOuU4rWxIUjYhR06MISFKKAt6UF9ZOMHRPxLDl+99AwBMh3oGfTw+ffUcVJZ6UVthPeAmF3R2AwkJKODQSRt60M9rGwCnU9oXvmAnEtnJ8XqKXOoZilqS424FnTQ8JpunnYRqWlsFAHVDyVdxbIZ8CLIJjWWIJyRUlmUfKGQ3UMgXUjblOCHHUy2hhJRWkG7rJLCr4HWitj9wbATPbuxCaUDQkeO1FX6cMacJCVHKILftor2hLGPonkINfsrl46zZqlgpx1PrVz7B05Lp9VgyPX39yIqCfV0jAFQCJR/Qxa6KEi++lGfiTX8PZjAWAfNBLksazoYC9DeP78S6Xb2Y2FyOL1+3AIoCzXPwg+dNdo0cX7+7FyzLaB0YxuHF2UB7ZdIWRXqLrJOjjJ/dUaPt7fQ1xvMsFEXBweOjkBUFNeV+V4agEeLWjDQF0vvO+YtbEY6JGd/XH/65B119apE4m+eolTLLDIS4cEqOt1CWV119IdvkOOBs7/B7eSTFRFa1kqIomDepFqORBBodEMdGopG2UrOaz7D36DC+/+fN8AocvnjNfLSYeH2T79lYBKFtLzRblZRyPBRJ5iTejXFFLCHiJ3/bBoFncf7iVtMORrcFBGaY2FyOiSZe13TBSS1QZirHw9HM75X2E87lM6oOSFWf47alVK7rNJ2sF26rYjdGSIoS7rp/A3xeHhctbcOciTUoCwgYGI1b2qpYDQG/6+YlEEUZX/rV6xAlBXuPjjg+bsAZsS9S5+xkQ5cvuNx9Rf4uep8uhMTRe1yr7zMwGkNnb8jxrA4r5DNQ2ww0OV4W8CBIiQ8iMfPhfZKcLng6ma+k2onEEU/q1w2rnEsj/UxyHye2E7mwfncvTgxG1C7FZNrKAwCO9oyhfyAEv4c39RIn2Nc1jCff6ATHMvjQhVNdmztFELfIb5fPbMTE5gr89h+7cPM9z2PxtDrcetnMjNcPjcXxhV+8DgC4/YpZOj7DCfTxSfparirzYt6kGngFzrX1gSZ9b75oOgSeRWu9+XyOD184Fe8/e5I2swcA5k+uRX2l3xUVOwAMjsbQ1ReGh2cxsaVcWyNI7pXLHtZ4zyqKgk/96GUoAN531kScv9i6I4rA7F7JNdi7vMSLez9/Zs73LhTZBKenleP2YSsS+te/Mj0OT+M0cuFfG7uwt2sECybX5iTH1+/uRUKU8d41mSTKSDiB3qEoOJbRkU+JFDmutRnynKWtyoPP7MX+YyNYOLUOH187E3978QA6e0KY2FyGS1Y4D2z0ip7MhYZhmAzCPBf2dA5h/e5eeAUOl58xATzH6gLxfEkjAqIcp9VJhQ6TNMLMk80q8P/2g5u0fxsVPW4FnTSI0kaUFK26byehSiRl7DoyrCsquIH1u3sR9PO65JYQZFv29+Pex3ZA4Fj8x4cWaQHhqjlNGXYRNA51j6KzZ0z7rotFjueyVQGgC9yvP38KEqKM5pogQpQS34n6yK5iklx7xvvFioAoFJKsgMSCuYIOySQBpPGV6xeAZTKHnOYDWkUSz3PAGTmHubxIC4XHWATMA8aBnL//5x4kkxLmTqrFgim1aKwOYu3K8eA4xlKJRa5Hcl3THp2Frr9GtNQE0Nmr3qdfvGa+NhQtF6w8x2kloRvDJp2C51hcvLwdoqTe5wqA//rDRgCqH6LVoFy7eGnLcWze3w8AGArpSay4ITFZbEEU7zoyBAAZtixG6FSHOclx9dp14iP5h3/uwRs7e7SfCWFvhu//eTMGRmJYOr0el6b2w2x2JkYEvHzOe4phGNy6dqarRRVaMUaT1vGkDFFSIEqi5Tpo5SOeSMqorwpgLJzQOpBKU88lPrpW9zaQGVfEk7J2TSyfae49Tt9jJ/u+ihviTDPPcXo/JUNrCZkrU3uTFdF476M7sGFPHya1lOMOm8XPo70hPP7aYfAcg6vOnGhZ+Mp1nWozCli9JWK+59lOjBCNS9r9RmKU0oAHA6NxS1sV+v4h3wEdc6ya3YTn3zqGY/0hbNnfjwnjJJSaDMx0etxmx59rfodT9A5FcPjEGDiWxdxJ1VmHb+tsVVxWjrv9d9GdgsQbm3SP5SsEcmOgthnownJpQNDZYUXiIswySTpvcEICW1mAWOVcCSq/NoL+Xa4hupv39aOzdwwVJV5TAq+xOgCeY1ER9KCzZwxAmpC/67430T0QxtnzWyy7fgFgcDSuxQgfPH9KxuOiJGPzvn5IsoLxTWVZZ1+YwaozmtiePb3+KLr6QpZ5gFv5dtKieD++sSw1Q8I9pMlxDsss9kgCr8BlnJvmmmDBtkM0dh4ewm//sQsA8NNPn5Emx7VivP46tHPPElgR+IqiQAG0jhaze4WcJ7OOnpOBr/92HUYjCayZ12zJaZHCwWlyPDfylgmsX78eBw4cwMUXX4wTJ06gvb0dPF+8QVan8c6D3SrVq9u68cTrR6AoCq4+syODGJrSWgGOZVAW9OhIlKQoQ5LTnowCb22rYlR2Hjg2gt2dw3m3mtaU+/GJK2chKcqOlFbZ0Nkb0gY/XZma3J2hHHcAq03hxGBE2xjOX5wmLNwhxzM9x+0E/oD5ZuU06DxwfATDYwlUlnoz/DU9BvLIy+qTHKuE6rdPqBuxVQA6OBrD0+uPQpRknLtonKPOhE9cPgvf/uNbGb9Xh5hIiEJypHJZv7sXT73Zqf1cbOU4n005nko8gz4BZ85L+9NFe9PXsVPfSjuKSW2IbVKGrCiOhnbmA337Lod4UsKezmHEkxImNpfriAMSXOeyVXEDupbXPFosFSU9tMnoseg2cg3k/MUj27H90CCmtVXi0++dY/oeRNVGEt91O3vUxLLcp9nhXJqj2GamyvMIHKJx0bU2VUBdc9rqSzVVusCztguBVqpmncLV4r4/1D2KfUeHIQgc1lD3pBvwe3lccYZ+fWagdozILvjT0tcFXZxWFEW7vnN5yxK1bTYCFdBbUeRq6TfaSNlBJC7qlOZdfSHL5x7vD2NoLK4jQQFrOxMjvnnzkrxsCQqFXnGtaFY3RqsQM1iR4001Qdx9y1L9cwPpfXksmtR9t3YS4/pKP2rKfZa+8ryN+8oO9nQOgWEY1JT7tIHruUDHfF6B0w2AJWszra6vKvMh0hfS7hW6i8ZqzyHXhpN7dGgsrhXzcolLsl2n9HrL83TXZ/7nOVeMwLIMVs5qRCwhojZFjpEuBKsOK5pINPOMf8/SNry05TgkWcFfn9+PlXOaccFiZ8VAu8V/jYQxIZHjCQmb9/cjKcqY2lqBGhvk387DQ/j9P/cAAH71udXIxk3T8YnbnuPammuwMQpFk0gkJVSX+xwpydsbSvHDT6xEQpQ0Cyayr+eb67gxUNsMxHPc51EHAwYoAVPEZCgxoF8bHSnHU9fv4RP2hjsnCSFsksd7HHR7vLWvDy9v7UZzbdCUHKdJXUI+kv3c7qD6soCAaW2VkCTZtMiSFGX8/JHtAIAbLpzqiBw3zn8ww2Ur2zE4FkejRYdhwCfgtstnptTX9gfaG6G3VSnu3k6KHm8X6WsEXRigcxyyNiQNyvFc9+zFy9vQWBVEPClldO8NjcXxxV++brle0PdKdaqbu1jzDXJhOBTHaCSp6zYzgnT7nLZVyQ3HbHYoFMJNN92ELVu2gGEYrFixAt/73vfQ2dmJ3/3ud6ivd2cgyWm880EWKbMb0Sppuek7z2v/JoHG0ukNWDpdrViSqrD6/hKSYnohEnhW31pOk+MGoj7fVmiCgI/HvEn2WqIkWbZFenkFDnUVfh2h11JXgrtuWgyvh7NM3qxgJ5A7b1Er/rnuKACXbFUspnnbDfwLDTpf2HQMr24/gZbaEvznTYt1jxnbdunEPFtClcuLNRwT8fR69RwunFJnmxxfu2oC9nUN635HCLLmGlXlmpRk+B20Oh85Mab7+e1QjvsNtipG6HwrHbbmrt/dC5YBZAWY3l6Jo72hDMWk10AKu0ns7j4yhMdeO4yEKOHTV89B0CdkeFuGIkn88K9bAAC3XT4TC6bUaY+T9aYYwcn+rhH0j0RRGvBgxvgqvf9gHteBOtdB/bdX4CDLCt7c2QNRltHRVI4mB0XB5zZ2AVA9Uc18x1mWgYdXh36akeOETMx2Pa9dOR7hmIiqVJBK+9nahZkFgVdgEY0X3rljhIe6Ls2GkFqBtgOhC2d6VZL5Wr7z8CD+9uJBCDzrCjk+NBbHlv39SEoylk6v180TANTvVZIVVzwW6e+engNBv7/VIGgCQnLl6oRIOkgIyXoXcxBLGAvdx/pCppYgiaSEodTMEjqRz2ZnYsTbQYwDmV7dZP+NmahwjSAeumM2rFKI5zigWquYnadC4go2NURakpWClOP3PbEL/SMxnL2gBdeeq1c/yoqCp9cdRTiWxKwJ1VqSrlOOezgwDEN5BhNbFfVeYKDOuunqC2mP6ecTmJ/D1XOaML29KufAMRp2SHdAPf+vbO3GP9erBfu7blqiu04lihDl2DTxX0jcQtTqtAqcjhFK/AJuvEjvC06Gu46GzYnIGKUYNSu2V5f7sHJ2I17cfBydPSE8v6nLMTkO2Cv+a3uUydoUiYv41aPqIOGPrZ1pixynSe5ceYpeOV4cWxX6M7YeGMDP/q4WkO/52DLUlNsnMzk2c4geiQXMVO925xEUOlDbDMTOhxSR6JkuYYs4mibHg3koxytKvFg6vT7n2viLFJlsNhzTiRUSxzLa7JpcIPsvIT//3wfmY3AorHUJWWFaexWmtVdZPl7IQFk7RV061jeDwLM5n2MHoi4GLC7RmctLm0YsIYLn2KKSr6RYw0C/91jZuAHW9+wly9tx+RnW96zAs9q5nj+pBpv29Zs+79IV7dh2cBADo/GsYtD+kSjCURE+D6ezmHUD5ywch0hMxOBoDP/z5G5UlHgy1iPR0GF5GtZwTI7/93//NxiGwTPPPINLL70UAPD5z38en/vc53DPPffg+9//vusHeRpvL/IdjphNOZ5v0kIv0AlRziCmPDyLn356lbpA6zZu/SThQslxO3jqzU48+eYR8ByL79+2Iufzz5jTlFFR9wqcbnCXU+QK5JIpH3ajcidfaG1nJgFQrsDfjaBTm95uMqAm28Ano6VBwMdrCRV5T6sA1COwqC7zqhYMDqv4Vtdfc22J6ffe2TOGbQcHkBRlXLpivI74UBRFa0ckA6ZkRbFdnHECSSHkeOb70rYqZsQGV2Brrt/LIxwTMb6xDLdcOiNDMalTIYuSdi1u3tePQ92jqCjxYM38FsefC6jXF2nDjyckU3I823BJ8lwrQiEcSyKekMCxjKUfvxVe2nIcr2zrxri6Enxj/GKwbJrUydXyagajz6qsKPj14+rAx2vPneyIHP/biwcQS0hYu2q85VBOj8BZkuNxGwr2qQa/YHJtOVHWmA2vs7LpKRTePIsXokyrhjKVM4C1LYEsK2DgXut633BUUx1ObqmwJsddUBkmdMpxGUlRgsBzut+TNu9nNxzF9kODqCrz4fpUe7WiKNp1FEuopLOVHQQZemfnPOWjHCfkJUE0LmFgNJZB/vSNxLR/11U6awF3gqM9Y3hxQyf8Xh6Lp9W54j2t61yhrkf6PrJS4M2fXIsjJ8Zs+ZTqlOMmyl834gqeZyElpIKU46RYHDQZZswAePilAxAlBX4vb06Op87FHR9cAIFn0+r61PsGfLxm8UOuc8liraAxrb0KTkdI0vt2ru7LSFzEsZSNiTEe0HymU+8hpM5zPvsVjbtuWozv/3kLjvaGbJFxZN2yUo5n23/MhD7d/WFc/81ntZ/tXmvrd/eC5xhtHwp4+Yziv2ZFY/J90vec3YIr+Q4YJnchTT8vxl3leH2lH9PaKrVCBQB4Pem/J1+7NRqactxElOFkzlEhA7XNMJbyHCdkvtFz3AzhPJXj5H6IJyRba6MmeDJRxHIsow1pzEWOX3/BVFyfxcqMRkIjZNXPnNxaiaFST8G2XzzH4nsfX64OlXdgewRkzn+gsadzCI++ehixhIT/9945rnudGyGaDK8F1O/0lW3dSCQlzJ5Y44qdCe2l/Zfn92NP5zDaG0pxnYltzdd/ux69w1Gcs7AF15yjFoAPHBvBn/61D4mkjE9cOctRgcv0eAivJOiHZxJux+oaMbtnAyZ7MQ06/ps9sQYtdSWW98qmvf0ZrzHip3/bhs7eEJbPbMDNF0/P+tlOcfHydgDA/zy5Cy9tOa4K7IzkuMbJvT3q9ncSHEfAzz//PL7//e9j3Lh0VbyjowNf/epXcdttt7l6cKdxaiDf4YhkkbIKyvNJWoyVaqM3KMMwupY0+rn06/NJaJ2CYVTlE8PYV48XA9kCOYHn8MNPrHTts6w82YC0oqexOoi9R4fBMkxG4F9o0HnrZTMxFk3ATKioHx6TGWiXBQVNOXTZivHatZGNcAeA+soAvvvx3MUPMxgD33hSykoIHOoexd9ePAgAuHBJmy5I6x+JaSqTic3lGombFGVwHnevPUJ2mSXGxFZFJWVlHO4exT/e6ISHZ/GhC6calOPOEqy1qyZg/uRahKJJVJZ6TRWTNOGSoIbYbj04gBfeOoaGqkDe5HhVmQ9zJ9ao7e2pda3EL+Dja2ciKclobyjVJePrd/XgvpQtD40nXj+CJ14/AkC/3t33+C5s3t+PaW2V+PwH5jk6NrNiJLEEycdWxUjMFPK9EWVvtsDR5+EQiiYzCgpAmqjPpQwmUBRFO0ay7g6OxvDIy4cgyjIuWtZumjiQpJk+h2mbHvfI8UgsicdfP6z97CTxZxhV6ShKio74p/9tlSBcsmI8Ll7e7lpLPH2ejg+E8fxbxyBwLM5fPA41FX4tcXPj44zJdygqorKUgygrqC7zISmm/aa7+sLYemBAV8BJJGWQw3hqXSd2dQ7hax9eZPpZThQ2+RTaSaLdUhvU/I+7+sKZ5PhQVPt3rUN/VIJILImRcAKSpJgOvwSAfUeH8ed/7QeAvIeEGaFTjptY4nAsYxkbNlYHcXwgAgC6BLizZwyRmIjKMq/WoUUTEUYbFoJC4wqBYxGHpBVNnEJWFO36MItPSdw6Gk7oSK/qMh8uWNKKeFLSCFxjUTKsxSeCtlYRpbOTwbJOoFMb53hf40BTOjEnBCvtGxtLSAUpx8leOrujGkd7Q+C53JZVZRo5njS1Yotn6Thx22pjUkuFFrt98Pwp6BmM6B7X9nmTom8+vu2SbE22G6GzVXHZc3zN/JaMuMwnpGPubHYBZiCdbzyXnuFC/kazzionc47W7+5FiV/Q1hufh7M9UNsMxFaFFAZ8Xl6zJLOyVRnLmxxPdTqlCrS51sZElr2QYRh4UlaChQ7kPNobwuBoDD4PR3Ugu5u3MAxj29LKCOP8BxrRuKTds5FY8iSQ4+azi5KSjAef2QtA7QxwmxzvGYzgUPeoZVxEzpEu105KOHBsFEB6TkYhIPaGxlxCu7ctupEJ/3DNOZPwx2f3YSySxFNvduK8ReMsO9MEQ7Ex271ix0b4ZIgyK0t9aKoJmsaLYh6CoX9XOCbHBwcHUVubGTyXlZUhEomYvOI03unIdziincXCTtLy4uZj6B2KorE6iHFUcpdISroAMNvnGD3HC12kNu7pw2OvHYJH4PDZ9841VZQQVZqiACOhRN6bsvoe6mClfFqkyaZw7bmTwTBM1uFdhSKRhRwHVP/JodE4QtEkBI7Brs7hjGMlthmAqqBwcqxeDwevx5xEyNYCuHbVBKzb1auR40Njcbz3LHU4bDiHcrwQGIOo0XAiKwniETjwnNohkZRkeJE+z7SlipEc99nvmLYFbXChSVBBe76qbV5xbDs4AAApcrww38pcXn1W/tU8xyDo402Ve3YxoakMn7xKP/DG6+GwcKq+VZIotqe0VaK9scx24kwI6Hw8MT984VR84JxJAHVKPXzKEiQPJV7coBxnKHsBp3Y4v/zsmepwOFh/39lI6HhSXafpZDkb9IpJ9ZxGU6oaAFgxs9GcHJf0hDp9XE6T82wYHItj64EB7WcnSsmZ46vxo0+uyvi9bn3Lcv0wDONacNxWX6r61HIs9neN4KUtxwEAK2Y3oAZ+kNPoinLcsGaHY+kC2Xc/vlz3mNZiS53XmOG6ynaPpQmo3Ml5QIslpJwWIARkXWprKEX3QASSrOBYXwhzJ+oHl/cOq+Q4A+StuHr01cN4ev1RVJV58T2LIm48KWn3diCHH7tdWF2PmrWNIWay4w/eXBPEsf4w2htK8dVUYSPg4zX1otVAxfW7e+HzcLrC2ytbu3HuwhZs3t8PgWMxf0qtblg5jUK9iqNxUVv5rM5v0Mer5DhVMG+qCZoOqadBLIaCfkGLQ8narWu/d9Fex8n7Grs9aXJcMlhppO/bwtdaYsEQjia1AeyAGidtOdAPn4fHmnlNEHhOIyVlRUEkJmbEZYRItOpccstqY+2qCfj2Axu1n3mWyci7NNGRSb6ju+ds7ldG9X428DyL0oCQV5dkPqDJUaedW69tP4H/eXI3GAA/+8wZ8Hl47W+UJLng4ZofvmAKfvp31XKkUIsy0rFAlOMsow4Nj8RFS1sVkpdwLGOrO4KAXMNkPzR2zfoN3Qq5bDUEnkU8Ken22nzwxOuHsW5XLzqayrIS8tnQ1RvC4RNj4DkGS2dkHx7pFMb5DzSqyrwYV1eCo70h/OrRnfjQBVMs85TvPLgJ4VgSa+Y15y3S0SyIDII78h3xHGNJEjsFreI3FlaMMBPHeQydvIWCxBLGrrPbr5gFls1uDXXXzUswEkpg0dQ6/GvTMYyEE3jyzU5sOzAAr4fDNedO1tmysalYWZRUS7VsRTGjO4EZ3nvWRCSSEiosOhbdwGUrx1tydd+/bQXAAJWVQYRDMdPnnIYKx1HwrFmz8OSTT+KWW27R/f7BBx/E9OnutgmcxtuDh188gEdePpTxe6fDEY1qbTMQ4jboE3BiMAKey1QTr9/di52HhzC7o1o3ZDEp6ZXjZGOIJVRvWp5jNaLOSNTnk9DSGAnH0dmjDtGyChJpj/BhG+Q4UUWVBgTNUkNRFHzihy8jmhDxvjUTcd7iVkfHSXDl6g789oldqK8K4IvXzM8IiNwCIZDM2qXJ9VJGtd5Pbq3MeF4wIGAsRVLfunYG9neNunJs2WxVAD1Bdaw/3QZMglMrz/FCMHNCNX5w+woc7B5FWdCDihL13GzY3YutBwYQ9PN431mTtOcvm9GAZRZB35GUpYrXw+kUgsXwHZeyKcfpltC4qDuvAs/qiDK3fCutEp3/uG+d9u9LV7TjJ58+w5XPywWvwCESF223rhKcv7gVS6bXO/J/pT/TGLST5DIf5XjMpKWf41QCLZ/5BCo5Yb3OakmbiYrajq3K3186iK0HB9BUHcD156fbd8k16hM4tNSWgOcYy+Kd+UBO9Ry6qRw3knhuDPvUeY4XadaAESzLgGXT10ZTTRAiNc9BU467QI4bk++whUoYMCfZ6IRuxawGLJ/ZmOWzrAkoI4iVhawoSNiccRBPpIcVN1YH0NUXxtHezKGcRDleWebN2yfSjhDgwmXtWDKlBuFo0jWPcqtidFxTBdqbS0Jw6Yp27OsawbH+sG59ZBkGJX7VY9pKOQ4AK2Y1arMPAGBgJIrjA2E88LSqtOtoLs9CjhdG2tIEl1VxluybVkpRGqQzhufYdPHeJ2gkGVlD7Qxue35TFzbt7UNp0INbLplh468xLz5aQa8ilBGkwuBLV4zH6rkJLe4ha1gh3u4EpalrRIHaUUCumUPdo1p+s3quamNIX0+j4UQmOZ40L+jQcMtqgy7CGq83meqIMlN6q4VP1SfX7jnMZtNiRHnQY1qYLRbotdQpOU72awXp2J9Wjhei+F+7agL+8caR9GeJMq7OUcTKho7mcpQGPLqukFvXzoDAsaizmGFE2z06yV+NawQAfP2GRfj679YDAN5/1kQMpuZcAOm8yMoCy25Bq3sgDFlRi1Zm8S15H9oulXxv3//jRmzf34+pbZW48T3WJlBbDw7gf184kJUcV3LcQ1bIZgfWWl+KD184FXfdvwGHukdNY1iCY/1hhKJJDIXils/JheUzGzCxuTzj9wLP4hs3qpaKbqjGAT2PQ2Ids79PURRTcjyfgl3W47FQjueKj8i9/LXfrsNIKG2f9dirh7Xjft9Zmcen+o5L2ufe+J6p+PHf1DkIt142A4e61bzbDt9lZSlZKCIxEX95fh8EnsOq2Y2WhRmWZcDzLDwCh3BRjuTdA8fk+Gc+8xnceOON2Lp1K0RRxC9+8QscOHAAO3bswH333VeMYzyNk4wrVnfA7/fgoaf3mD5uVw1hRjSY4a6bl+DeR3fgxGAEUwzTggFqaE9qaBtBMmn0HFcX5C/96g2MhhN4z9I2XHVmBxRFMbFVcZ7Q0iBkBstYtwbTfqZDY7k3wsdeO4yNe/owqaUcd3xwAQA12JVTqnFjcOhkgMxjrx5CQpTRPRBBQ1VAV1k8cmIMCVFCRYk379ZtgglNZQhFk6gpz08lv3bVBG24JQD4PYLtjgVFURBLSPClVK5GGFu9jKCr8Mf700TF9z6+HKGodaucLCvYf2wEkiSjoTpo6WNrhfISb8Zw18MnxvDKtm6UBT06cjwbDqeU4211JfqhlC4PTgLSNhlmhaGAN32eonFRR/zRA06A/JTjZnC7tblQeD0pcjx1ndlNnCe2ZAa8hYAkF/m0vCbowXmpYJdnWSQguz6MC6CV45nvTQiDbOt0/0hM7Z5Q9K2VZH2uLvdlDOk1wowoKIatipHEc8PPXDdjw+L7GQnFIUoKvB7O9dbfjqZyfPPmJbrfEaLVjYGcxms4FLUmewUTMpNWfq2c1YgpJoVZAtGBclzXKRMXbcUSaZsgtWDT1RfWfJlpEOV4XQH78pLp9RjfWJbTX1Md9uiOahwwXI/U95CtuyxXIXEknMDwWDxj30mT4+ae0WtXTdCGJBOUBjwZ8yKsoPmZ5qscp8hxq++BEPNWSlGC+x7fidd39GBCcxm+/MEF2n0Q9PPa90fWE9GG/cmJwSh2HB5CtYPORidDHPWiBP06Z5wTQWL4QkmU/uEofv3YTu3nsUhCI+TIvccy6XyCFmyoKl59TG2nOEuEPu0Npdh2cBAAsG5nT9aBb2ag9wJjRxG971qtTZ5UjGV3v5K0wdVvb6v9jkOD6hyIMi9mpIYq0muE0/13alslrjtvMpJSumsgTY6rf3Mhin96vbDyqrcLM8J35vjqrK8JUXZKTkBiuURCgqyoRQK6cKxA3yWeSznuoUjtbPj537fjWH8YZ8xpwocvzPQeJ/d+PCFhwZRaJEUZtak5G8NjcfSPxDAazn6eyf2Rzerpkz96GeGY6DgnMJv/QIO2aM2216a9sfOPieoqA6ZFE4ZhsHGPcxvcbFxCVakXEQ+HoI/XrgUzcpzYGAH64oHuHnZBOU7ew2xArB2QtdwjsEgk9TOOzHz1BZ5DNK7aBl11ZgdeTXWfAkB7Qxlmd6jdfnbI8WIhEk/ipS3qcU1trczZXX0aueE4Ep4/fz7+/Oc/47777kNbWxs2b96MSZMm4ctf/jLmzJlTjGM8jbcB15w/FdFoIkNBbndD0RPS1gEleS8S6Bk3ZoBSqXIsyku8uPM6dSBRbYVfp7Yii5JgaIGVZEVbtI2e44D9hJZGwjBN2wx65XhucpyQQsaN99IV6vmYNE5PnDnxgp/eXgVZUTcGozLsB3/dgtFwAhcta8OVqztyvlc2fPrqwteAylIvugciOGNOo65TIBfCMRGf/NHL4FgGH7lkOhYbyMdctgPfvnUZntvYhQef2YuB0TiicRF+L4/yEm/W4YiiJOPbD24CAHzogilYPbewFksg0wYoFxRF0WxVWhtK9d6TRVSOm6kMA4ZhQgmq3Yxl1BbQL39wATiOcVyM2XqgH/c9sQslfgGfe/88XSHCrdbmbIjERLyx8wQSSRnzp9SirsKP/V0jeOi5fRB4FrdcMh1VZT7d0CNAvVcDqTZZQD/w1S2o97aaAJLiUFqNk8dATjoZ8KTVwYCzooYkyxgcjYPn1CFyVsFj2r5Ef6wypUgx83wlmNRSDgUKasv9+oFxDpL+dHKVfo3VcRUCYzLtJPEfDScwNBYHxzJoqg1q6mya0Lci8f747D6s392LjuYy3HndwjyOXA9FURCKJpEUZfi9vG5fBVxWjhsIM2InEYomcbw/DI/AorkmCIHn0mo2EzsPADlJYCeJTsDHwytw8Hs524XIOKVEba5VE9ITgxGIkqz7Hgk5XkjRuqEqgIYqc/VhMWHVqZVtaDdgXkgktlXlQQ/KTVSHpQEPugcilrYqADKU+XuODuvI2WwqQrKf5tuREabU4Fbq9KCmHE+TLG/t68POQ0MoDQi4NLVXEMFELLWXkPcu8aU9x5OiDEnWFzF5i44AstY5KWDR75trfdX5tuY4f2b3bT4wfg59XRAikBZRlOqGumZeQzEb+w+gCn2O9oY0ctyOKCbjsygvaKP6NUkRalbXq8CzQNyB5zgpCLtou5MPnt1wFFsODGB6e6UpOe50IGdLbQlaDEPt6fiFdAznq/g/d+E47Dw0iC0HBixJW7sCpnygkeMObQJnT6xBJRWjAup5ZlPrinEOEolNrPL4j1wyA4qi6PJdM2gdQ1b2LKnrWZIV3Hb5LN1jmh1OjjhCU4RnuZbtvpcRbQ2l+NRVsxFPSqgqy/xbdQXQLNZkRCxYDNESkJ8NbjYu4S5K8PD4a4cBmNuq6AaWUmu+bgaUw6Kn2f1jZXkXT0iIJkTIspK1S/+z75uLWEJCiV/APQ+9peuoM4tJjEKLvuH0HJif/X0b/F4en756Tka3w8kEHV+NRRLYdnAAsqxgDmXTpygKhkMJ+LwcSkqLN9z93QLH5Pg3v/lNXH/99bjnnnuKcTyncQph8fT6DHLcbpsgvfGYDY4xIltrVtpfi4HAs+ig2ono5xOl0nvPmgRRlLUWNePQTkC/eUXjomO1byKLfQj9NxF/KjtBcsKi3fiCJeZWKk42wY7mct15o1Gon6ZTdA+E8bO/b8dYJIFPXDk7oz1sTBtO48xagrQXS7JiWtm3097V0VyG5TMb0FwThGIzWdSTUs4Crq2pwLq2wqdTMiYtii9JUcbgaAwJUUZthU8jeXYeHtKC5faGUl0gWwxy/PxF47Boap2pQkJfeEpmKE84ls1bIT0aTmIsov5nNpwxW6LT1RuCAqAsIGQtdmRDJJbU2vDrK/2oq/BjLJLAoW7V+ocQDMbBaABw5/ULcGIwgsHROGaOr8IbO3vyOgYrfPvBTTjSM4ZlMxrwkUtUizOyluQ1kNPEY5Fc606GcQ2PJfDFX74OALjt8plYMKXO9HnzJteoRF61nshLmJD0ZjhzXjPOTHl/Do6m/fSMvozZYKYYTtuquHcfGQkYJ37m63f3akOXfvOFNZpTjWBjHXJadMuFeFLCp378CgDghgunYtWcJt3jxVSOk/X+4PFRTRV89y1LUV8V0MUThASJJexdR4D9rjdAVfh95foFAMPYUniLkqx9P14Pp3VZSbKC7oGINldFlhX0E+V4ZXGTme7+MMbGovB7ONfU443VAfzokyshpNp4CWjVvBmIAnfFrEYc7h7FkZ4QNuzuzSC6aHzogilgGcYyZqBjsJbaErCsqrCi17hshRC+QNI2YkM5HtCU4+m1YV/XCJ7b1IWKEo9Gji+cWoummiAqSj265wf9go7wiidk3TpgpabMhywiz2UY87kjNHTdnjlikY+tnQEogL+AuSBAZiw7ShUjo6mhcKR7FNDHmqMmKmAySC7bukEK8FNbKyHwLJKijPIS5/Zo118wFSOhOJprS0zuEQWTx1VAlKzfW1v7nHqO29wTDp8YhSipQ5Cd5k1Zj8PE6sJqfky+oN9btSVitPVm+cwGJEUZb+7ssS1cINY92WYdOFXx2kW+s5CMxdLDJ0ZR6vfA7+UQjok6BTRAeU5bCMHsCpi0PCCXPYvJGpuOO7Nf09nsHgm4PGJYQO0umWOYCZL+XBlPUDY7VgVQgOqOcSkvK9Q7H7DPJZD9JZFUi69011DCQlmv69h2KNIxu3/IumYssvztpQN4dkMXqst8GTNoaHQ0l1ues0/+6GXt3+ScadaUqWPvG07nFvu6RuDzcBAlWbv2ssURr2ztxqOvHkJSkvGD21daPs8p6Nxk8/5+bD0wAI5l8OsvrNF+nxRlfPZnrwIAbrtqDpZMdWfw+rsVjiOQv//97/jwhz9chEM5jVMN63b2IODjtcA+4LWvdjQjrbMhGzmeVo5nbnhmnuOLDMPxzIZ2+g3kuFMkclTBCSpKvLbJ8bQXp/l7urEJmuH2K2ZBUZCz8u8WeI7F8ZSnt1FxIcmyRvKWOSTHQzmmt3tyKMcBtU3q5ovTsxNESQbDZG8dZllGGwjmtMDw3MYubVhlVZkXCybX4QPnTLIksboHwpo34BevmacR6mQQHqAOyasp9+M/b1wMgWdNVQ6FoqO5HFY9BoFU0un38pAkJe/hOmYg3zEZWGQESXQYhsFoOAGBZ7U161eP7sja1mkHZt0H5SVeLJlenxp8qh6TpjZOkS/knmysTisgzALRp9d14qUtx1EaEPDFaxc4OjazAcjkms9rIKeZcpwMDHUw7Ec0WX/NsGp2k+nvsw1CsvxMnZ1AWr289eAAJEnBuPoSUyJTG8ipI8fdV46HjJ7jDr4fcj5ZhtF1bvB8+t9WiZfVMKN8QX+fPUNRbD84AJ5jMWlcOTiWpZTjhX+W0ZIhlCIF6aSMHA+57hUlTYLQaqfv/+ktlAQ8+FpqqGPmZ+XueqPhhAQxJpEttSWoLvOiubZEV5DddWRIi30KtTvLhe8/uBF7OoeweFodbr1spivvyXOsKVmda2g3oKrVyP4/Gkng+U3HtAKLGRlLr6tmONaXVo1ff/4UrTj74uZj2u+zrU0eXh2Cna8fO014W9uq8Knnpq9Tv5dHbYUP5cH0Hj67owazU5uvKMka2RtMdTAQxJOSbu21KvTk092RJqFy7+m0ks7YIfPTh7dhNJLA4ql1OGfhuLyHzhphjO/MlePp70HgWdx53QKUBATTONjJQGivh8OMCdXo6hnLa7itcSgvjYBPwJeunZ/19U7V9079l++6fwMUBXjfWRNxfp4zkMzwyStnZ8TPLJv2UHeFHKfuX7pL566bl+D3T+1B90AYK2ZZz6Iwgl6jzGCHdOwZjGDrwQGUBTyYO7FGi7Uee/UQXt12AuUlHs1mk0ZHczkEgUN7Q2EWCr9+bCe6ByLaz1Gjctyl+F3rts4y2BMwj13sdixKJvFbxnsVMPTeCgzDaJ27QPaOcjfEaH99YT827+tHS20JPrZW3a+dWErmyyXQa2Y8ISHgS/+dVrYztIjJqcDE7P4xy3Pon+2cVyc2nMbrkijHOZbBtLZKtDWUQpIV/OD2FUiKclZLnaQko38klno/yXZ8mQv0PUM+n+6OAeznYaehwvHOvXr1ajzwwAO4/fbbUVJireRwA/F4HN/4xjfw9NNPw+fz4cYbb8SNN95o+tydO3fia1/7Gvbu3YuJEyfiG9/4BmbOTAf5jz/+OH74wx+ir68PK1euxF133YWqqqqiHv+7Af/v6jn4rz+o09M/eP5k9AxGc7xChV0vR+NzzAK69DT1zPdpqQ3i+vOnICHKlt5rosmxFEyO5xhSQlBZ6kVXX8ierUqOtpxi+Sq3N9i3LsmGSEzEpr198Ho4TBlXYTlUsCzowarZjSgNeDKSftpHdmgsjtFIwjZJnoscNw6GoiFKqh+7V1Cte8jmvmFPL+59dCf8Xh53f3Sp5bEIHIuEKDsOeCLx9DEPjsYxOJbaOHMEAID+Htt1ZAiAGng2VAfAsaxuKOfJhMBz+M0X1mhEwoMppbUb7WZpn0XecgjRXTcvwX2P78K2gwNoq0+fg1zFJzswu4YmNJXho5fqB5mRBMdpQjc4FsfxgQj8IefnymxaeiHK8db6Uly8vA3xhJxW/eehuknqCBrn597M3iUXdG3/qX1DVhT8+H+3AgCuO38K6uZl2h+ZKYaLYqti8EZ28t6Lp6ke0sZEkZDRMmVpZkSStEi7pBynP/OtfX3akLJffHY1OBYgW3YxlePT2yvx1Q8vRCIpa3uO0e+a51hdkWVgNI6B0ThkWTElPJ0oxwFnXVwxQ7GnqsyH7358RcbzXt9xQvt3IeR490AYP39kO6JxER+7bKZpBxmx+XGqQswHueYHGGOYsoAHl60cj6O9IXz9d+tQGvDgE1fMsuyEM0Mv1QpNbGwAfYdFtnviC9dkJyRzgagxOdZ6GDBRjkfjonZdXrK8HZcsb7d+X3rQp0E5HkuI+sGZFkR2XspxE/spK1jFLICqWh0cjaPDgX2eHRjtb2gbq2jq/vN59d9DtuuJ+LGX2VSC3/GhRYhF4o7VqTQURYGsKLYKEDS0OSNOleM2Cz8cy+qUkm5B4FnTXNHn4RCKOifH/7muE7uODKGhKoD3n63O7THr8iTrTe9QFN0DEXQ0lWvPz4ZD3aPoGVJJ5VAkCVlW8OirhxyTjgeOj+ChZ/cBAH70yZXauhiNS+gdjloWzgsZAEoQT0g4QRHjgD4nAWilbmHxe65ua/LdR+Minl5/FB6exbxJNaiu8GtrV65rjog2sirH87RVyQZjwTbbgFTNoqsAcnxoNI7ugYi23ju1lLTLJSSSEg4cG4EgcGiqDui6bWIJSduzAOuBpTzHgoFqmZvLVssOaV+dEnsZieUl0+rRVl9qu/PN7jmjB8UCaXL87AUtunXCjnCHPn+RuIRyl8hxeo2guS1RUiDwxGKTw8fWzoSiKJgxIfs8g9PIgxzv6+vDP/7xD9x///2orq6G16uvsj/33HOuHdw999yD7du34/7778fx48fxxS9+EU1NTbjgggt0z4tEIrjllltwySWX4Nvf/jYeeughfPSjH8UzzzyDQCCArVu34s4778Q3vvENTJ06Ff/1X/+FO+64A7/61a9cO9Z3I65Y3YHewfTGybOsbR8rXZXKRiIucNatRmllg3qT3/Gr1xGKJvGeZW24cEmb1kpvBbOhnUbPcadIE9nZ/7bKVOurUTlu5qVlpah66s1OHOweRVN1IC9f5UPdo3j4xQOorwrgkhXjTT073cDgaAy//ccuAMDn3z8XZUHz4pNX4HCDxcTxMUpJ/tS6TtRX+W17eNPkuFmSL/AceE4NwI2xy/BYHF/77ToAwCeumIV5k9WWo3CKrI/GxawqII5jAVF2nAzdce0CxBIinlp3FPGEhPZGVQVi5XlL//zff9EPGAPU6/Ij97wA4OQPoaRBE05xE4uYO371OqIJCRctbcO5i8bZfl8ycK3EokhB/t76Kj+2HVSHNJI1i9yzdtXHZtDZ1WQJbo2e43ZBAncnNhsEJNkzU47nM5BzfGNZxnR1Xkss8lOO50OOx00Gg5ph79Fh7OsaBseymDk+vfaQfYMzqMbMjzVTRUcC/WLaqjh578pSr2U7O88zSCQVy7/PquhWCASeRTwp6fZRsuezpDDhQiJKzlFlqRc3XDhVI4wDPgHtDfr13tjh4Yf5EKmkJMPLZl5TFy1rx7KZMVSVmntXFtLFRSeRNJlpjAl2Hh7UHivEVoVlGG3Yp3EQLAG5HrO1gzuFoqjXISlOkPsobati/xoUJRk9gxEoitptZrWGJ5JSan/Xb/CrZjdh4ZQ6nBiM6GI/ss9yLJO3KtwOtO5Ln3VRN+jTx6R2Bu0lRAn1lX6EokmU+gWNWPN6OCRFGZNayvH921ZAkmRUWKwZmvWRg3tUdOBTTcfIxn1ozsQajEWSmpUQgVXRyvbxGf6WXMrxXHBaHAn4BMSjCaiUkHN89b43cawvjDXzm/HB86Y4eq1j5bikz69y4QvXzAPLMBpJVWx4BRahqGoT5ARHesaw9cAARqicgi7mGC06nJ63h57dh/3HRgCo33IomsxLwETWBobR5y2TxpUjITZbiozyRc9QBL95bCdiCQkffs9U/OdNi9HZE8LfXjqAwdG4ruAmywpa60uyWgT94Z97sHl/P9rqS/HJq2abPkeSc9tO0DzBn55TiwXj6ktQXeEHa1c5bsNWRbNocdjO9tzGLry4+TjKSzz47PvmOnotjWwKebuY2lYJr4fTDVE2s5Sc3m4tALXDJQyF4vjunzYDAD511Wzdmhk1xFNWHZ4Mw0BIDb/MNVvHzv2z4/AgBkbjGddRa31pzkGU3QNhfO9Pm+EVONx00TRb8wY8lA1OPClp60k+ggWjna9bXAy9rwZ05LicnsXHs1g0tQ48z6KyMoihocwB8KeRhmNyfMmSJViyZEnuJxaISCSCv/71r/j1r3+NGTNmYMaMGdi3bx8efPDBDHL8H//4B7xeL77whS+AYRjceeedeOmll/DUU0/hiiuuwAMPPIALL7wQa9euBaCS7mvWrMHRo0cxbpx9YubfEbphCg5av/NWjpuR45qKS31OOCYiHBO1dlIj/vKv/Th4fAQTmsvx3jUTTY/FuEg5hR3PcSBtVTJkUI6btWFbKVv3HxvBpr19mNxSDqzK7qtshqO9Iew4PIQdh4eKSpZaVY6doKE6gLtuXoL/+M2bAJwFECTxZxjz1mWBZ3Hv5880fW2c+pxDJ0ax9aDqBb521QR84JxJiMXFrMRevkNWWJZBwCfgijP034tVWz/984LJtdi4t8/0fYtNjP/+qd042hvC1LbKnENczf6WkXACsdQAFScgnQW5hhDVVwa0AZCkfTbXQCA74DlGU0FkuzbNPMd/8JctCMeSWDK9HucuTO87ZkSbLCuO7ZLI8dDXaUN1ABNbytGUw3bALtItqQ6U4zb3gj2dQ9i4pw+iJOP6C9K2N2b2LmbYcWgQj712GEEfj2kmg/YYhgHHMpBkxbSIpShKxl4DpL/LRFLStSkWgkxy3B1V+g0XTgPDIINsItCukSKQ42Qfpe1eSI7qhnKcdEbMnViDmTmUL6TYDqSVb2ZDpERJNiVaZ4y3TiqBwrq4rK7nPzy9B3uPjpi+5hM/fDnn+1ohV5ecrCgIk6JjgV7PNCRZwUe/9yIAtVNjTUrEYMdWhcYf/rkHb+7s0Z0rI2G0YXcvfvPETiSSMn70yZWmdi5+L68V+0bCCazb2YO/PL8fgLv3gxnClDWhFejCRCSWtCTHDxwfwTPrjyKWkHDLJdNx90eXaY/JioLffHGNTsmYyxe6EM9xOz7VQpYc4joD8Xv/U7vx8pZutNQG8fUbF9s+HiOyKcdJccZvsZckRdnV4qET7DoyhP99YT+6UsWszMGiCWw/OAieZzGtrTJrh2TS5p4iOvguAWTMCHIL4VgSLKPOlTIrTjtVjpN130t9l+VBDyaPq4DAMbp9fP+xEW1uzIlBvZLaCsb9ZDSSQFnQ41jAdM7CcThzXjPC0aTuvp03qRbzJhXBF1gBDhxX/9ZwNImOpnI015Zg074+DI726YrcLMvgqxbWYwSRuIihsXjWdYYu/ueyVaHhTeUMmnI8R9yZ7mjJbaviVMg0MBpDV18IY1F1b7EqkAPpIrnZd06u7UIGcp4xpwlnGOa7EEvJC5e24S//Uve1Zzd2YfK4Csv3ycUlGGN3es82Xv+0oMfIYXh4TiXHbeTzue6fzfv6U+/pfI2OxiVNqKgo6XNGCpAPPL0nwzo4zU1J2gwYQC9YkBXVwiRXl0+hjgVWSFqQ42539/w7wXEk7Pf7cfHFF6O+3t5gxnyxe/duiKKIefPmab9bsGABfvnLX0KWZU2RBABbtmzBggULtM2OYRjMnz8fmzdvxhVXXIEtW7bgIx/5iPb8xsZGNDU1YcuWLafJ8RzIpvrIBqet9HwWclw0VIPPXTQOkiRjisWi39UXwt6ukbSlgInXkkdIt4NbkezZkLBp0UAChnhCJQ/I4mjWhm1FuKfb+tXH7SzoNEiwV+IXTIPpn/19G/Z1jWDm+Cqd37ZTjG8sw08/vQrxpLXFTS7wHIvmmiA++765EHjWkWKOkONBn5BzSJQR1WVefP79cxEXZRztGcOLm1UP75sumqYjMrMdN+A84LKClc8ffT/OnliN5tqgaRBx7qJxuP0HLyEhyrjhwqlYNrPBleMiONYfxoHjo5YB8Wg4gbFIAhzHmvrzn7twHCRZwSSHiVYokl05TrB6bhPWzG/WrgNFUSwH3joBk0reEqKskXV7jw5j/7ER+D0c1sxvAUDZqlBqisMnRjEWSWJKa4XuPd2ySzLrNrh0xXhcusK9YVCarYoTlaHJQGQzHO0N4dmNXQCAD543RSNYdcrxLOQ47UtJK6dpFRHPsZBkyVRZrQC4cGkbREnW2fEsmlqHCU1lBXUcGGG0VclH2W+GJdOzx2XG4bhuQGs7TRLiPX2+81GlWsGJ96nZbICAT0BjdUDnr1qIeiufLi7AXGE1FkmgbyimDfIzQ74Fz1wJWTQugnw9btqqcCxVSKSIrWUzGzAcimNSS4Wt9xkOxRGJpwfFMUymbZpH4LTrLxRN5hzmPRKK46GUOhHI3d04Gklo5FV9VSDrc80QSXmOB7Io8+mCPiHTDxwbgSjJqCz1oq5S/dzRcALrdvVqz6Pf02ncA+R3j0o27AsIdLNecnTIMFCJhkKII8BsICelHI+bK8f/+sJ+PLPhKCqCXtzzMeuBbnYxFklg054+7OkcxocvnGpLCd8/EsWhbtW7+LKV4zHJMLi8ZyiKXz++EwDwlesXZifHbSvHU+t2ETsn7OCbv9+InsEI1sxv1hVN6OK0E2j7BbVvT2mtxJeurcx4Lj37yO6eYOxEGgsngBSX7VTAxHOsoyHxoWgSr2ztRtDPY/aEakevDfoFLJ5WB6/A6WYZBLx8XuvH7I5qVJZ6tcHSZqDjm1y2KgDwk0+vgsCliyTp2C77dyPZ6Ggh72XsLsmF9oZSrJzVmNPKhMBqvyZ/k7GA5wbuunkJSvwC/vH6EYSiSR2Za4b1u3vh93CaCpye0QQA9ZV+fOPGxUiKMhqqAhgaSw+jjBl4E6uBnECKJ4nav4ez3T+FdD/qBXzq6+n5JlNaK/D8pmO619DCTdqerbbCj86eMazf3YvN+/txrC8MlmHw2ffP1YlzaPg9xSHH6fNq1hl3Gs7hmBz/xS9+gXPOOacYx6JDX18fKisr4fGkg9yamhrE43EMDw/r/ML7+vowcaLef6u6uhr79qnBb29vL+rq6jIeP3HiBJyALXLr5akCTtuQWN3UeFFSbCtsxtWX4MefWoWkKKOsxJPzdWTDESU547lkwxMEDjzP4nJKZfvGjhN4dVs3/F4eH798Vup5aQKH51k01QTx/947B0lRRnNtUHv/lrogFAUoCQhZj6+rLwQGQHNtmjAhi47Pw2V9bQ3VenPbD17KeJxWhxL4vfr3JD5V8aQEnmchyQruvH4BmmrU45kxvgrPbeyyPA7ii9dYHTB9TjQuYTScQCQuFqyg8tj0BH5jxwnsPTqMihIvLjUh9edMsh5KZAWSPJf4s3+fZijhPZiVGoRUFvTglW0n0FwbREJSUGaHjEndM7KSeY/Q9xMNWVEwPBZH0CfAI+hbwUly5xFY/bXA8NTrgaUzGzKCiGUzG+Dz8tr5EGX7961dzJxQjeoyHyY0l5u+931PqJ7fszuqQUSjXupeufqs/PwSCWlQmuOeNT6WFGXtOPxevqDzQchxsr7s7hzCIy8fQtDH49zUgCoSoJB7VlEUrJjViMHRGCaanLOr1kwEyzJ45OVDut+vXTUeV+RQ5tN/I5B7TQLM1zQjnt/UhcMnxtBYHcAFS9oApDskzK5zK9DhmddrfWwVpV7UVvjhFVgooAqmVJIf9AuW9xNJuqTUPlUaECBJCnzU981xDJC0Pv73n5PpNVpb6UdtAbYWRiiKog3kXDi1FuctakVFqdf2+Xz4xQN4ZWs3aiv8uOM6h0NbibWQjWvELoxJCs+l1yy160ZCbaW/4M9bNbsRY5EkJrdW6N7r/14+iKfXH0VlqRff/MhSAHo/YfJdn7+kFecvacWmvX34YcqSSlEKUw1brb/Z3rOizIez5jdj79FhbbhyLjhZB4zgeRYCxyIpyYglM+OrEUpVWxbMHas5wQ0XTQPHMrp94soznf0dS2Y04K2UWgwASgOejDijtb4EV66egNKAJ+NeCseS6B+OoakmqF2r7U1lKPEL1IDn7NfB3186iBc3H0dzbVCn1LYLIsDIFpvQftaxhLpvPPjMXhw+MYYVsxrw0dSgVLqAkTSJl2kQwjtb3kLOiawo4AyKWiv4vTzKSzwot3G90DGLlGPfWDy9Ho01QZQFCrsOjbxXKJrU3o+QmgGfPg4QOBaiqGAknND9Pp6UsPvIELwCh3F1JTkLSGRf2n9sFPc9odoMzp5YjaUzcgsU6ioDWDq9HqFoElesnpDxXdADe30WeykpzCfF7NcGgWZbybOu3vtOQUh6j+E4SG6YsPn3EJAY2ivk3uuMxXQ7n2Mkx8NU/rRxbx9KA4KuQ2zT3j60FTg8k2BwLK51vdx5/UJUO7B4qCj14vYrVfuTKHXMN1w0DTdfMt1xZ9yqOeaD1GnINq5bH0XqKQACqfuMo0hyOUcuQ+77bNcynyVXy4blsxqx3DCsNZ+4nexdbudlV1Ee9NPaKrF+d2/Oe4ZlGaxdNR4PPadeS59931zsOTqsveb/s/feAZLUZfr4U11VnXtyzrM5ZzbvsuSMiEgWVMTDLJhQz+/5k/M8MR6oh6Le6YkiKoiIBMmZ3WV32ZxnZ2ZnJ8fO3RV+f1R/qj9VXVVd1dOzLLrPXzM9Pd3VXZ/wfp73eZ+X41xob8iudylqnqR0e48+Tqf/Rshyu5+ZzJ+Al1fFfW8dGEBr3XTcetl8RBNplOv2+bcPD+HPL3dAECV89ablhrZZgqS9xqt0vv0VJd6c+MSjiixlDE8oqnMGQG2FH6/v7sPjr3eqz5Vk2TK2DlIVb0mH65kVaLFS0E/tT1Rcc2Ioivsf2wOeY/GJ9y9BRWDq+8u8m+GYHF+8eDGee+45fOhDH5qK61ERj8c1xDgA9fdUKmXrueR5iUTC8u92UVERKEpJ9bsFJSXKhquockRwPIvycvvl+VUOPP8XzapBSlQWFv17kI01GPDk/G0smsbbh4cR8PHq3/w+5V7LAMrLAygvB5oaynLe88dfPMfWtT2xuRsMgAWzspl/EhYF/bnXRKO1MZsdXDmvFpv39hs+7+pzZuKhjJKpvNSvec3SzH1IixLKywNoqivBnfe9gapSL3765XNRXh7Ah5uMM5UAMDCqZHtb60sNr5UEIQzDOLq/k8H+7nE8t/U42upLcPNl2ca5k/GaTAnKOCkv8Zp+jv6RGOJJAQEvb0p4rSoPYNUiez7nBCTgYTnzOULmE8F4JInP3qP0aLju/NlIpkSMRZK4+ZJ5apCnH1+yLMPFKEEgx7PY1TGK0qAbt125CMmUiF8+tge7OkZxzXk1uP782eB5Fktm1xT9vn74PQst/15KKiYyfrMAEPC7J30dhByvrgg4eq0IRQCVl/kmdR0eN4toQlDvNctlfV7J65aXKvc6mZbUxz5x9VLjF8zg3NVtOUH2eavbbF2rKErqOlkaMh//BEZrmh4Hj0/g1Z0nMLetAtddqFSU+DIqRZfLZfs79Hgn1J+rKoIoLzdWXl60fjouWp97oGhvLsdFa9oQTwmory1RlZL6+RTKqKdEScKKBQ347YLcQ5ubYxGDAN7NnbS1To9IPK0Gs+sWN2LNkiZH/58UZQyNJ+Ap4DMQtVQomH+M2IVXZxXhpuKEM1c4e4/OvgkwAFoMmkTfeuViAMDzb3Xjaz9/E4mUiJ9/9TyIYBCOpeGh3rdyPGtj5tOtoeVlWa9Fn0FMAQD//ss3kUgJ2LSsCeeubDW93ic2d6vrLwDc9/BO7OoYtZxX5eUBLJipiDV++9R+/O7pA6bPJbC7Dpgh4OMxFklCNtjjhyLZtbGuJlTUefHes2dN+jXOOqMFv/jrXjWxU2Gwv5eXBzCz3Tihvm/nCXzrV1vAuhjcd+c5qMtYTP3P187Hrx7fi7++2gFJhuXnDmSUZfmeZwbSd8MqNpGoaliGVcZyOiMMKaHma20kS7gNTqTg4uIIBdxoqy+BLMsYGksgkRJQEnBj+/5+/OB32+FigAe+cZFhxVUwmFV8lpT6bVV63nLFItxyhbG/sBFcLkYhtvjsmiXLMv743CHwnAuLZ1ajvaEUG5YXZ+x5dAr9cCytvi9RD5aXauOA1Ysb8eLbJ8C6tHOkZzCC72V8d//tI6uxwuAsYYTVixrA/uFteNwsdh8bNdzb9FhfHsD6ZeaViqtKfHjgG7VICyJKAh5D9SQZq+T8kw8ff/8ShKMp+Dz29pM7f/wKeociOOeMFtx0ceGVpnqYnfOCGXWz07mXjaHzx50sn93DeJvnXL2tRJq6Pp/PjX/7yGp8/p6X1b/7vLzh6/YOReHzcAgF3JpKjJGJBB57+ajiZX7mdI2QgRuKqXOqsa6koDVJECV85CuPoyzkwQcvmY8NBr27IvE0dh4ahJtnMbu1PG9FjhnClMq4stw4dicxMwD4A15NnEi+F6P9i4YrMx+sYiOvx3kMawWncTtJrtmdn0Z4/NUOjEwkMK2hFOsMkhPL5tZiy/4BnBiKAhyLcpPeKbdcsQgPPXMQgJKUWresGess1h/em73/+rMuPYdqa0o0a5Mv853DJsfg87nxX3dswof//e/ZBzP36wyz/2dHcSTTA8Af8BpWU3D8aPYaq0MoLzGvdiBYtbABleV+1JT7lWQSy6C8xIua6hAWzZaATCXPirm1WDSjCjPbKk1f1019fy62OOMPADgqEVBdmV0nAlTc0D+exJEe5SyWTAkoqc+NsU8jC8fkeDAYxN1334377rsPbW1tOQ05f/3rXxflwjweTw55TX73er22nkueZ/Z3n8+ZGmxkJPpPoxwvKfFhYiIOMWPon0qLGJtITJmJf1tNAG01iiJc/x7kUJROCTl/C3pZLGivgJtn1b/JmQxmIpn7/ELw0jal1P/CldlNI04aW8my5XuwcjZTKQgSzlrWmFO2c8WGdpy5uF4lx4W09rplUQks4pnPcyDTqGtoPIHb/vNZXHPODKw0KdkTJQl9w8prlQfdhtcqZ7Kp8UR6Ut9XShAhSTLcPJu3PI/4AI6FtWPqfx7fh9f39GFGU6njJkgj40rJk5d3mX6Or/7kVfSPxnHuiiaNr7EZfvXEfkxEU1gwrRJnLTMnzMmnjcSSOe+tn08E/ZS3YSSSxGOvHQMArF9Qp5b+ypKU83o8xyqNQSYSEEQJ37x1terBOuOjq/HsW8cxPh7TjNeT3XzjvBVNWDu/FqVBD37+mBI8MHnmSj7IsqyWv3JM/s80HkmqFgq0PY9gsI44AfE/nIgo9zqc6SfAurLjbsm0CjTftBweN2v7vZ554xh8Hk4ttwv6eDzzZqemUsYMtFVDivp8fSMxHOudQFqQNAofozVNj4CHRX2lX7NuSAWsFWPj2XEejSYwyjgrZ60KunHdOYrCIxlPQUgJhvMpmVTWZEkGhocjhns1eSgSzZ2nJwv0vHfB+ZyIZRI9jMH//uKve9EzFMWiaZW4wmDckPJLMV2cvRHIfqcELMMU/NrPvHEMDMNYjvmR0Rg6+xTrgf6BCUxk5h/HZudfPJ4lx4dHohgNUYodytJmeCSKoDuXYNp9dBjReBpttSHLzxKPpzTr7zdvVdZfu5//opXNiMdTOYdrN+/CRy+bD0DxYba7DpiBqElHxuM519Y/FFF/lgTxlGzUtGBaBbYfVNTjfg/n6Br3HVX+j3Ux4HVzJhxVxkkiz56wfkEd5rWWwefwvQluPH8WxiMpBH286f8LVGn00GgUo6NRxBMkzszGAalkdvw++tJhHOsNI+Dj8d+fOxOyLOOWbz4LGcD1581SfbUlGYiEE0gncxuyJhPZx4aHI5OyHTPDwmlKpa/fnZ2jgijh15kG7jdfNAdlvuL53Y9PZMvfK0qUiqSRkQgYhsk2HJQk/OLPO3PmHgBc9rlH1Z83Lc3um0Iq/75H4j0hJeA7n1iH7/5uO450jxV1XrkARMLGlgmXrm7BOUsb4fPYiz38HAN/aaY3ko3nj4zHMTKRxPBorKifidgiCWntGrRuQS3mNJeiuszn6P2IlZFMzZ1wLIWdR4YhiBKWzKhSCbRRKkaRxNyYW4+0IOX0XekfjKj/d9HKZuztGNH8/cKVzYav+/l7XsRENI0LVjbjBspOpncoij8+p5wJ57eWwU/ZlbVU+fE/Xz4b8aQID1dYfN89EEFKkDAwGkfaZFwfPTGBb/1KqW766k0rciwB7WJoJPvaSZPYkV6HDhwdQjIeylTasGo1RjptvT8lyD03ODcRkPNuIjm58y7BM28cQ8jP4+bMeTLffi0VgZ94+o1jOHpiAmvm12FeS641ZWt1lnR9c+cJS7u9wcy9CVjsTQS0rY1+/o9lzt8uhkF4IqYRkpJ8aySWsvWZL1rZrM5fgtlNpZb/m0pk98Wh4QikdK5tychodp7HY0lAzG/zsnR6BZZOzzpVnL+8EZG4MnaCbhc4loEgymitCWDT4npANB+jdAXFUBHXT7Lf8ZwrJ74l68boWPaz8xybc376Z4KdpITjaMTv96uNLacStbW1GB0dhSAI4DjlMgcHB+H1elFSUpLz3KGhIc1jQ0NDqpWK2d+rq501u5AkuSjeme8WiKIEQZDg5lyIQsk22fXJslPOaf86lNdioBDMz2ztxvHBCBqqgjj/jGasnqeUK5JrI1nmtCAV5Otl1mjjpn9/Rv2ZWJ1wLGP5Hl6exfqF9dhxeAg7jwwZPmf57BrEqQ7hnEv7mqRbcjIlQhAklRgAgMGxOEbGE6bX0D8SU1WKNWU+w+cRIjstFvZ9ETy79Th+94wSzP38i2dZ3vtg5iAUjqWRTovqRjoWSSKRErH76AjuuPcVrJpXm7fhIwEpYfR7OdPPQZfW0s/Zun8Af3zxCDw8iztvWKbaYuw6OoyB0TiCfh6CUG/4moC9MSfqvl+6SRRN3o5MJNTGVawrd3yRBniJlKg28iTP8Xs4XLa2bUr87JygmVK5EEKOniuPvXYMo+EkZjaVYo2NcmNAOeyQ4MLnYfN+xl8+vg/bDw1hRmMpbrlkrvo463JN6vshY4jMR6JE47ns65YFPWozXidr5q2XzsU9f9oFALjtPfNx6Pi4rf+n/etYJvs97zg4iN9m5uT9mSQFDXpN03skXnvOTFx7zkzNZ7jh3FlIpkXLOaYHTdy7UDyvRf18ciG73iRTQk4zWyDrN5lO587TSDyNR146Co51YcPiejRlxnBnXxj3/GknUmkRn7926aRLo0lDIADwu+1/jwSERDAax139YXT0hlFV4jV8XZJonuwcoKFXmubbE61AvJQvW9tm+pyGygDWL6pH0MsjlRaRzIx9NzX/eJcLNWU+Vb0kCBIOdo8hLUgYo5pjJ5LGMc2iaRWIJQTUlhvvmQTEz38y6+/yWdU5BN0dVy9RG2nNaCrF89t6JnW/CEkai6dzmxVSfrternjjwgjxpIBHX+mAm2exam6Npa2TWRy299iIum7Z8WHftKQR7fUlGI+kIEkyHn7xSM7rCqJsuRbWVfhRl/EaL+T7aaoKoikjbDf7fxfD4J7PbIDPw6rzU91bWGpsU/NtaEypCgxS67HbzSKZEhFLpDG3tRw3nDcrYxshm7x39kyTTIkF+Q7nw2euWqz+TK6B3hcYFG9f0L/23bethcvFQBRlpAVRjYfdPIsLVrZAkmRL3+BL1rThgjNakEiJqK2wXg8AxfbKiHC3Gl96PL+9B3s7RlAW8uCG85xVX1SEvEBmi5qKuUxi3VSB5yszEFsGF6O97sXTq9AzGAEYZ/tKUo07s3NnYCSOnz66BwBw5w3L1Ca49PnLzrmRrkTcuLgeZy5pRFWpds8dpPyJP/HeBYavKcuyem4J+njNc2jf5nAsZfj/bs4FWdLaRdjBC9t78Lc3snYQjVUBxBMCxjP9HRqqAuBYlyrSARSC0+ga9h0bwbZDQ5BlWe2DpQf9/Zq9Dn1c/M7vtoMB8PMvnQWGYVQ7P33MpweJb1wG5yb1fQrkB17Y3oOJaArNtUFNo1RJkjW+1fn2a/WsaBCD2kU2jjP+nLXlPtU2bG/HCJbPMue6yP6vH3+Aci7+3yf2g+dd+P8+vBIlfjdmNJWCczEI6Z7fVhfCpWvbIKkN77P7SlNNULEiMeEgjMC5GHz1puX45q/fAgAcH4iY9pkDtP024iZxXczknOQUfk92v22sCqIzE3fbeT2vm0UiJSIay43FCgXxf9f3EqI5O7rShedceefSPzsck+Pf+ta3puI6cjB37lxwHIcdO3ZgxYoVAIC33noLCxcu1DTjBBSrl/vvvx+yLINhGMiyjG3btuG2225T//7WW2/hyiuvBAD09vait7cXixcvxmnkB5lwTpqGbTs4iJ/8eTdYF4O7P7bWspO1FSRZVgkxskHuPDqM3UdHsKC9Auefkat81HvVbj80iEdf7gDPu3DH1UtU4vPEUBSDY3HwnAvz2rKZQTuNNl7Y3oM4RNMmbVadrGl43Sy27h/AyrlZT/zchpxZD/VUWlQCRQqxRG6GlKCXUinWVRrbGWQbhEwu8ZOiSMJ8SZFQxvpGlGTEMjYnALB2QT1aakN49JUODI0nMB61b30UTWSDTDN84PzZEEQJFbqyp3A8jYHRbPZ1eDyBg91j6mNBi0ZaAPUdOmjISQeMdVSTr4loyrC5IgHdPVuSZWzZN4DGqgDqKu2VRBcDL+zoQTwpoLU2pJk7Rqgs9SItSJrmP2/u7ceJoSgkSbZNjhN/WCA7fqxQmynL7BuJaRqxePI00c0HQk6Qe0TISqumbtsPDuJwzziqy3zYZFC+CijrDj23ZWgb9lpB31WegF5LLl7dgr+90WX4/3ab/RXSjM5uc+ZkWsSx3gkk0xLa60OOS3jpkuTxaArRuADWxWjmhTpPDZLc0UQaz29XqnrmtZWr5DjDZAltfSl1IaAVMS/uOIGfPbYHpUEPvnKjPf9wot4h+yGNeW0VqCr1YVpDbsmkKEkqMVRIMyMz6Mc97aP4f08fQGdfGLOay3D1Wbl9Bsz2SboXx+Xr2nDR6lY88tJRuHkXzphTiw9fnE12JdXGa9n3ra3w4z9v03pD/+H5wzhyYkKz1po1LLo1o9q2ix89vAudfRNYMqMaN5xvTWbt6RjB/q5RBH08LljZYthge1/nqEqOl/jdttcBM5CYJ2bQBIpeV60aRhaC/3vqAHqHo1gwrRIXr25FNJ7G01u6ASiHaSty3GnDs4eeO4y+kRjmtZXjXKqJdknAjYXTsh5/xWqA7ASE3GusslYs6WMX4mtMx5l0U68LVjZj4bRKjefov1w+H5xLaRxaXebL+570ukkr26zQNxJDLCHA7+U088kJaEKPrGV7Okbw0tsnkBYkfPJ9Cwsm6kkc5mK0faLi1Pqdr7EePQ6c7HtXnjkdPp/b1C7Janw9+9ZxpAUJL+88gd7hGOp1MbsgKms4z+aPsacKbOb8Xazm8wRqY1CDGGHL/gEwDKM2CrQDo+bTLLVn0qrJBBUf2mlkSvuNL55ehXYDiwISM/CcC8tMyMlESlR74ejjHT9lV2Z1xisET23uwtB4JrHm41Ee8uDtI8O45487AQD/+S+rUVPux7SGEnz342uREiRUlhif4Tv7I3j2reNwMYwpOU7EPkBW7KWHXszg5llVNKWOuTziRPJ31mUe35D1zun4ffHtE+jsC2P1/FoNOa6fy/n2a6cNc40giOYxIKBYpM5pKcPWA4PY3zVq+ByCcGb/7x6I4JeP78OHKSFRMi0qMUMyWzFrFqfOai5TYxY9PmAyLqzgcjGY3lCK8pAHo+Ek+oZjkGQZX/npG+A5Fy5b16apmKdjWjPSl3AUbhschV201CrkeFd/OP+TocRiiZRoGIsVCpov0H4PsuHPJ4sneDejoDq23t5ePPDAAzh48CA4jsPMmTNxzTXXoKEhf2MGu/D5fLjiiivw9a9/Hf/xH/+BgYEB/PKXv1TJ+cHBQYRCIXi9Xlx44YX43ve+h29+85u49tpr8eCDDyIej+Oiiy4CAFx33XX4wAc+gCVLlmDhwoX45je/iU2bNqG52byk/DSyIJuWk27hZPEWJVkTkJihZzCCV3b1Ii1IuGLDNPWQQG9gpLSKbK5mZD2vEpXK38ejKXQNKKQTfRB4/PVOvL6nDy21QXz9Qys1r5EvYO4eiCAcT6PapBFKvgMYzzJIizLWLlCIQUKwKZ9Pu3B5qOZTpBSORtQicOrL2EowjKIcNwKndu+eXBaREJBmCQMaIappRDiWVsnx5bOrsXx2NXYeGbKdiSUgh3wrctxs8yZKIxfDgHUx2N0xjF89mT3cWL0mAI2ywS7ozbEs6IGHV+xS8pHjdLJqaDyBn/5FUcLc9p75mmDhD88fxmg4iXltFVi/yFz1XgiefKMLA2NxnLOsKS85/tn35yYh1QDVwZgLUyROvvsBAGcubcDyOdWoLfer8wDITT45BSHh0pmA30739N0dI3h+ew9qLMhxQEtOReO5JfBmSFOHD5qcXDm3BounV8LNs0qjTtZlSQJMBeg5bNWAZmQigW//djsA4I6rF2NBhtDadnAQHb0TKA95cPYyc39uep/ZeWQYv3la8VL84afWq7YX5NAkGMxTBoriRhBllTgBgNKgBxesbIabY215FObDoulVuP+LmxCJC/jb650YHEs4SqqR5+obkgKwrLIxS6BMFjkNOamDae9QFEdPTKA0YJzosEtUjkWSKqnaVB1Ecw3VHFs98FjPa0KAhPw8+jIV70bjoBCMR5MYnkhiIpY/mbu/axSPv96JEr9CjgPQKM9mt5TlWK9NFoRoiRscyMg64+HZoo4LQCnL7+wPq56noiSjosSDZEpU1exWsENcEuw5NoLugQj83vzHGievWwwUQu4RIhTQ7llK8+5MM1nWhZZabSXLkhnOmpnTJEE+8ong4RePYOuBQcxoLMVXHDYFJqDXPLIuD43HsWW/Uj0iCFLBezXZkzlOe/agSU06yXDGnJqcsXCGiVWhHVx/wRxDu6R844smLQHtuQAAXtvdh/99Yj8A4Cd3bDRsOucUd/92G/pH41g9rxbvN0hg6kH2WSexWz7Ismy5r209MAjAvlgAoMU62TFUX+nHPZ/ZAI5lNPtFKpX9LGYJUxr0OPKarGMjGXK8POTRWEyYJYT/94n96r0l48Sdaf6uP+ONhpOQJBlBP2/rvKUHfaZsqQ2CYRgtGZ/ZJzjWlSMk0sPNZxtcCqJkSLylLc63BHUVfnzumiV47NUOHDw+rtmLsmMuDzkuaqvHjZA9ezgjx5MGicpCUFvhx5yWMjUmLQQkbjGaKwSzW8qx9cAgeodjGI8kDT24Ae0547hOeEdzDe5JiooKRX2lXyHHR6JICxIGMhUZ+liGHndmiQcyb53sKwe6RrHj8BDiSQHrFzagusyLkoBbndOtdSG8vLMXQ+MJfPPXW/H5a5dq5pcefg+H0XDSMBYrFCT55OZYzdin41v6Z55zAXLx1u9/RDjeWQ8cOIAbb7wRXq8XixYtgiRJePjhh/HAAw/gd7/7HWbOnFm0i/vyl7+Mr3/967j55psRDAbxqU99Cueffz4AYP369fjWt76FK6+8EsFgED/96U/xb//2b3jooYcwe/Zs/OxnP4Pfr2Tdly5dim984xu45557MD4+jnXr1uGuu+4q2nX+o8OjkkH2J1NbfQluOG8W0oJk6xA0OJ7AU5uVw+/5ZzSr5BfPufDzL52lsbNxU8rZ3R3DGJ1IorzEgwXtCpmSVUIr11tb5sO6BXVI67orWx0YAeuA+VOZbt9WsDqA7e4YwdETExiLpHDj+bNxsHtM/bt+YaU340PHx9Wf1fKchDmJ1p/x2Koq9ZoefMl3MtkSm2QmwLSjzKUDg4loKkd9RAJau2MumRbV5wZsEKd6qJsL71IOsVVaRVt+cty5GoAmx30eDqUBNwbG4hiPpdSA2ygQyyrHJY3SuEmnwtt2aAj9IzH4PFzRyXFVoWGS+NrdMYzfPXMIsaSgluPRKCRApYM4TUduE9SW+1Gb6VOb1ChXiqscFwwSGR29E/jvP+9GMi3ic9cswciEcuCtMFHfEAS8hamF0hTRQF+H181pDtBOSIBdR4fhYhjUlvtQZZJYs3dt2QOLlRKQHuv04XPX0WG8uOMEGqoC1uQ4RcrSlQK0usYqiVVT7se3/mVNzuOlATeuObt4cQ2gXGtpwI05LWWQZBkhB2tWPtWQGU4aOU4RUnNay1EScKPNoMEmgR2iUpJklIc8SAtSDhlBDnD5Dq13XL0EsaSASCylJmGcxDRW0K8JVmBdDEJ+Xm2O6FR5Vgh8FrFOJLPOBIro+UygV8nVVvjx3Y+vc/QadtcsknAfGs/aGQiiBNbFaMgpp68LAG/s6cNfX++EIEr41kdXG76eGUbDSTz+eqeq5pvdYt48PS1IiCbSkCRtgo7+mWEYeN0s4klRs04WioCXR0NVwJFKO6vQtPc/Ow4PYTScRHWZV43TRU1FkfI69FqSFgsnx8lrMwyDfZ2jCMdSaK0Noabch//+3JlI6JIzpHojlRaRTCtWklv3D6BxfbtakewUK+fV5pDj+Qh3YrFBQCe9ld/zV2E9+9ZxPPqK8r73fGZD3usci6QUssbmWOIKVN5agY4DeZaxXVFklWgwVI67XAj6cr83Ol6wR45TFQiZtVU/TkZJzKermnZSueL3ckhFUpoqUwB46PnDeHNvP9rrQ/jazWfkvV49vDxNjivJtYaqAD555UL4PZxadWkHdOVYWjAmxzXxt8mc9ns5zG+vwK6jwzh4fFxzjmyuCWH57GrL6kwA+NDFcxFPCpbkJKcTz9mFE/GXFTYtacSmJeYCGTsgiSSrGHAO5Q9/oHvMtC8ZLTqiK6yA7FxgYH+tdwI7FVV1FX7sPTaK3pEYGADnLGtCWhRRX6n9H83eYTKHyT00S2gZobM/onJTL73dCwD46k3LMb1B8Xqnk9NHTkwg31ahxmJF2LsJGIaBm3PBrRM40IJHPTkupU+T41ZwHA3ffffdWLVqFb73ve+pzTiTySQ+//nP47vf/S5++tOfFu3ifD4fvv3tb+Pb3/52zt8OHNCWrC1atAiPPPKI6WtdeeWVqq3KaTgDmWx6FYMVaI9GO/C5WZSHlO7r+pDLxTBwUZsATQ4+91YPdhwewpyWMooczyihMxvI3LYKzDVQt168phXnrGgyVRpt2T+gqnkBhSAlAbNdmB3ABsfiOHpiQiWvG6sDuOPqxUimxRyFN73Rk27MHjeLtroQ9neNWZJoRDFbV2G++XCqmnKStiqC/awsTQbpDwQANeZskhca4rSA0nAytkng01ClHbv5iAMScDk5MJCAlwHg9bAoyZDjE5EUvv/J9ab/RycOlsyowt0fW4OewajGtxxwRtg4BSm/NitNE0VZbYYZTwi55Djr/IAVcagcp0FXvUxaOa4bm+QASwclDANVAZZIiRoVkRXcPEuphewrx+nEltUBQr+mcSxjuqbd9+huxJMirljfjsszf3/w2UN4dVcvaiv8+NebVji6NivVOKBd5+jDKs+5FDLRZvUGAMxtLcedNyyDKEqa12V1e8M7jaWzqrHUwg/SCFbl51ZI2xwjTqEnx+nXJp7c+ZCPqKwo8eJ7n1BIVcUjuAPRuIClM6s0dl4EkizjYNcY0qKEuoy9RHnIg/KQB+OR7FpulMxMpkW8uL0HPOfC/PYK1NggCtQEs40D9xUbpk1ppYYRrMjxqI2Kq0LBFyHxbmQ7Y7RmkesfGM0qb//62jE8tbkLzbUhfOHaJRoVqd3XBZSD7Ikh0khSBs9Zn4CNyT1ZTcoAxuTeTx7ZhbePDGNOS5nG2kdPyHjdHOJJMa/67PXdfdh6YAABL68pl6excFplDimSD1efNQMXrW61TRQ9/voxHOmZwMq5NWqcTs8VooCk789k4paGqgBWzq2By8XgO79TvvMbzpuFcyqa4OFZw+u+6yOr8P0Hd6BrIKL5Pp7Zehx/fPEIvG4WP/jUettJhM17+xHy85jXVo439ypq+Df29JlW9yjEvLKWlQbdGI+kcuJf8p1ZkVWiJKuxkh1if+PiBkxEU5jeaJ7ApEHulVPlrRX0Y2Gy1keyLKvfnR0xBB1v2FnD6aTUm3v7ce+fdiItSLj3sxvVx4mtyv6uMXz5p6/j01ctUgk9u5UrAS+PsUgqJxYk97cQIRCQTYgCinIcUNZPvf2LJMlgGFiOIdrOLC1I8BmEuNMblL4/KUFS9yIzpFSxSXaOrlvcgHktpXn3EbNKbhqLpleiLORBpcMqwFSRyPFiwE4M2FAVUH3H93eZk+Nk/790bVtOE1H1bJMRjQHAwe4xDI7FEfK7sWg6vU52o2coisaqgMbWDFB64ZwYioJlXThjTtZC1qqiqrMvjLt/tw3xjJ/2yEQSkiyb2tbRcWc+WxUn9zDg5VRrFwKao2nWidLynXO8mX51xVSO33DeLNxw3izIsoxBqvKItlJJ68hxg97cp0HBMTm+bds2PPjggyoxDgAejwef+MQncOONNxb14k7j1MBl69pxzvK0Who7FZjdUq4efvOBJqfIhKcJL97mQdWODzodNH3yvQuwr2vM1jUSmB3AiIfhwGgckiwj4OVVGwE9NMrxDDneXB1UrUgiFiRaX8ZzvLbCPGggSr9i2arYIscpsjSc6a48EU3hV0/uR8jvxkAmaaBXzpjBzbN435nTEImn0Vhtngh46PnD2H5wEA1VAY36P3vtytjRe6/mC0IvWdOKjYsbEArYD1aJctzr4eBiGFVNP56nNF+1Vck0Mq0q9aGqNPf+ks8yGW87M+RTjtEJpzf29mN2cxnqK/1qaZ9dD0EaVaU+rF9Uj2g8rSkBzQdBlDBGBTaTJcfdOjVkNpjPBkVlQQ/OXd4Ej5tFGRVY5StRBbJqoWjcgXLcQhUsiBLSgqQ+vmpejaqAaDNpLinLsmEJIinxLUTVno+Qpdc5et29/txZuP7c/E3JaOW438ujrS53TnAWtionC6PhJFyMsqYU4v2nlp8bzL3dHcM4PhBFwMdhwyKtzZ3Pw+HG85VqruZac69np8jxHC/gM23ZPwDWxUCUZLTUBjEaTpoSlQwD/PU1RcVbGnRnSRDqkM4AuDtDil13zkycR/UmyacwiiUEPPjcYQDAx69YYIscn8pEZDFAGojHkrn7KTkcB4rsNw5o+2NMBnZsZ0gfCrrR9a4jw0imJQyNxQ0b9Nq1s6ETb4Io5a28OGNODcKxbA8DPczIPRJ3xBKCZg3U71lE+fb0lm68vqcPl69rxznLlaqa3z1zCHuOjaC1NojykBfbDw1NqoTfCLUVfjgxHSHzgxbY0Hu/qhyn1g4nPY70WDm3ViWDdh4eRiwpYMKifw25F5WlXnQNRDARS6nVG4lMVaKLsa58MsJdH1mF3qGoSo7TzYD1oJP/VSVehRxPG5PjHOcyJSynNZTg0rVtitBIRl4l44WrWux8FBVk3ynmHkonq8lYmIz1kUYlSc0dQpqLogSey6osnSvHtXNzLJJSX4fEMbddsQBb9vXjkZc70D8az7FGsVO54vMa94qwYyGph5ka/2d/2Yuf/UVp1q7/bp/f3oMH/n4QPOfCj2/faLi3a+xpTNb56jKfLeIa0PpCTwVWz6/DamctRQBQynEHquOpQlY5bv4d0b7ju48Oq8S1HrdcOg/hWEpjVUeg2ntS7/O3Nzqx88gw5raWa8jxXUdHsOvoMObren4AwOt7+vDU5m5UlHg05LiVXVJakFRinKB/JI5WkzOLvurICMl0Ll+UD+sW1mPdwnrEEmmcGIphcDyOoI83nU8f+fbz6s9Ga1U+x4LJgGEYtbIH0K6DomaNdcF8JzoNoAByPBAIIJ3OJeOMHjuNfwzMbTUvA51qiJKE8UgKHOuC38uBY13qZpwWJNVvlF68nVhcWJX1XLKmTbP4pQQJ71nfjkRKwOZ9A3DzLsxuLs9LshsdwEjZWlqQMDqRRGWpOWlGk0YkwG+qCULKkNlmRFU8KagNLestVPwqYTRpWxX7WVmPm4WbdyGVltRu2aPhJLYfGgKQtV2xS+wGfbzitckwOeVWNMLRFPpH4zmbIwnIEilRU7pJQDpmA8Yb3vTGUlvXSYMEvGSzJL68Voc4wH5DlylVjkvZhldGoMlrUuL7wYvmYONihbDLNsWxf21WDV/McM8fd2LnkWFNo7HJBt3XnzcL15w9Uw2Sjfzhy4IeXH+eQugm06J6mLGTkAv4jNVCVigLuXH5ujakRQlllLdgR+8E7vrVVgBKI50rNkzD0FgcOw4NYSKWRjQhmAam5CujSxAXTatEiZ931Cxz0fRKhHx83t4TdKBPH1btwqzZlvY9zO18wrEUugci4FgXWutCmnXs988dQjwpYOnMaix26Omrx6+e3K8eLr5w3VLH/y+oDTlzx/Gbe/vx6q4+NNcEDclxK1uaQrFiTg3qKwN46PnDptdlB83VARzrj6C23I87rlliSlQyDIOAj8N4JIVIPJ09TFP3i2EY8JwLaUFCShAhZwYzwzB5vSnN/PutYDch/06BrMeJpABJljXrdiFEi13oq2zGI0kMjMXh4Vk0VQdtNcWysp0xOqCKkpyzhzcZHPyd2NnwujGTj+bZsn8AJQFlTXZC7m1a2oDFMypRFvSo8RSQa1VHW2XpK+9GI0mcGIrC7+HUOMqpBVOx8emrFoF1aeeehhDNxKB6FWox8OUPLIffwyHk51X7PdJ/Qw+iJh2eyKrvyH1wUooPKI05BUGCp46Fi2EgybJlNS19HytKvDhyYiLHx5l8J1Zr7IzGUswoIB61C86hctyOdYLWYif72Qr1gtd4JVNreCIl4hM/eAkA8OGL56p2g/RcEyU5Z43UI0ERW3Nby5EWROWMR30ldRV+rFtYj76ROLweNsc6TV/FF/LnViYHSCNl3RlPrfZxkNAsRI1PxpsoyqZjzo6dhR0kUyK+8astasXpZEUsxYQoSep6NVnl+MBoDIeOjyMtSli/sL4wgYRFU3YaxHc8nhRMq1aselRkhQe5Fl96S6/ykAf1lX5DC0aSmA7H0obnayO7JKPYrHckakqOa+I6wXhtynIUzr9zv5fHjKZSzGhS1tZCq1umN5ZClpHTbLlYCPnduP3qxeBcjKbhedpkjT0NYzgmx1evXo27774b99xzD8rKygAAIyMj+M53voM1a3L9Ok/jnxNqOaePx4cvNi7ntIPh8QTu/OkbAJQAe8mMKsrmRTRshkcmviwrm9qejlF09k0gFHDneH1t2T8AWQbes6HdMBi6/tyZ+O0zhwBky+Qmoim1ccqnr1pkSXiZHcCO9U2oj/WPxqzJcYOgvLkmiMFMYwozEo2oxgFYBuXZhpyTtFVxWLIU8rkxnE6ohwJa8VUR8mgaU9qBnaZXREWif10SoFaX+XDW0saCyzmdgGSOicqaHGRHJhI41jcBnmNRWeLJabp0zvImrJhTo5Z6lQXdhioi2n6o2CDNmMyV47lBu8b70WaDncmC41yQZBlBH4/rz5uJVFqadHBbpmtso65BJgEHrVqvsFF9M72hBCV+N+ocBE9VpT7DcUmvi8T3sarMh41LGvHX146ZJmJocppef5bMrMKSmc7IYavDupn64g/PH8Efnj8CwP6cY200llNLwg0C747eCfzwDzsBAN/66Gq1ugcAXnr7BOJJEeUh76TJcbLOhfw8egYjeG13H5JpEVdunG6rmaCV36S+GfXJALFl2HZwEId7xjWE8vZDSkOo8qAHazLNp41wxYZpeHHHCQBK2W7Qy2uIykg8jb7hGHjOpZYLj0dSiMbTpuXzX7tpBVhWqciJJgR85p6X4XWzuPnCOZjWUAKedeXYPQE6/36bhwgnicjugQgkSUZJwG0rWVYMkFJ2GcoBkS5tv2LDNETTEnx5rEIKgX4P2nF4SG10/d93nDlpFV6+AyrB7qMj6gG8kD1cQ+rauMdb9w8gJUj4zFWLHJF7M5vK1J+t+tDoiVq6VwXxE06kRMsqE4JIPI2O3gmIkozZzWV5bQ8KgVHjSMHgsG6nNN4paFL21V09luOPVHaNhpMQJQmsy5UlVAocqx43i6aaALr6IzjSM2H6PDr+pS0faB9ncj+L3TjXCZwqx+3E5WbEjRPrIxq04l57NqRUlVSlLB3vLJ5eCUmSNVaeetDE4OyWMlMBWUWJF7deNs/0dc5d3oTH3+iEm3Phro+sykkIk3jAzFbFaUIznxr/e7/fgcGxODYsqscla9o0vZjM4C4SOc6yjEqMA9r71t0fxmtvH0c6LeGc5U2m5N43/ncLBsfi2Li4wVZzWbtIUg1bJ9uY8mD3OH75t30AgJVzagoiKkV1Xbf+39Xza7FsVjW+9/sd2H5oyNTSqXc4ircPDyOeFHDJmlaVDCeNVOl1+cbzZ+PG82fn7EEfvGiO6XVctKoF561ogptj8cSbnbbO10bry56OEXT1R+DmXNi4uEFTiatVjhuLa7Ke48XZ4wqpbjlvRTPO0ynrJ4v+0RgkSUbAx6PE7za0SVObuLoYW6KEf3Y4HiGf//znce211+Kss85CW1sbAODYsWMoLS3Fb37zm2Jf32m8S3F8KILth4ZUNWw+pAUJnX1hpEUJjVUBlSjUlF5mJrSbahCqKimohVHTkECQ8fbhITy/vQe1FX4NOb7v2Agee/UYZCibiFGDh3OWN+FPLx5FMi2q5LiZKsEJ6IYn/aNxjEz04qnNXXDzLP71puUastNrQOY11wQRywRMZvYLeztHsu9nRY4XqyGn6ttt7zsJ+XkMTyTUhiATusPBsb6wo2DLTkd7upkrDRJMuzlzv8NiEuNAVg1CDqNkzAuijG/8r6L2/cxVi3LIOPL78YEIPvfjV+H3cPjM+xdpDtZA8UrajUDmpdkmS8r4ASUwWjWvVhPIcAXYqhSC2owPuyjJWDW3tqDGWvlgpBynMUKp0PI15ASAD15UeDJRD1rxkaYOjGVBZaxFE4LGcoVAq1qcOgWPHfXFkplV6OwLoyzoVm15jEAfMp56swv7u8bg93L4/z68Un38yo3TcNGqFsNDJa1k1Kvc3bzSAG+Y8vMrFNeeMxPD4wmUBT0YHEvgiTe7AAAXrGyxRY4TYp81OFTpFYYnE9edOxPhWBollLWUkiQfxIymUktyHIBa5TQeTSGREjQJtkPdY7j34V0AgG/ftiZrKUYrx3W2GbRaeGg8DlkG4kkRrMtl6Zev8e+3ub+TPdROpdMvH9+Hzv4w1syvsyROiomach8WTa+E38OpKnqChdMrUV4ewOhotGiEJIGaNMh8L0matJokyUBglyAHCt/D85VsmyX5vvaLzerPK2ZX40D3mO2+NZoEpW4N1hPYtO2bR1X2Cba8aY8PRPCDh94GAPx/H15pWF6vx/cf2oGewSiWz662ZXllBNFgvS2WCnX7wUH0jcZQEfJi1bxsMoKU6TOMMclVlRGpyLJCkFeV+tTmi0ZxuF1MbyxVyPET46Y+4LRynBbLpCgfZ0FNxBcvjvnt3w8CUBLf8wx6M+nhVNhgJy4XDWxVCOxaH9GQZRkNVQGk0qLGLoomE+n3JHNt4+IGS5KPgIwJj5s1FFXZ8Xq/YsM0/CFTbeXzcIaVK7TNEoEgSio5X4jnuJUaf3AsjoHRuHrWNWpqqgd99jazQnp+23Fs2T+A8pB5soB1Mdi0pAEvZJLk9Jp3oHMUv3lKGacbFjWYrmfRhFINaWXJtOPQEPZ0jMDtduH9m+wR6FZrsVNo9xLn5x9JltW5Z6Ycd9rQtnsgolb+bVramCXHxaznOEEhFWb6ZDyQ/3xNxyLEO313xwjGMxZGS2dWm5PjeRpyOklwxJMCeoaiSKZFTKsvydl7C61uKSZ+9pc96OgNY/W8Wnz0cmPPIDtWPKeRhWNyvK6uDo8//jj+8pe/4ODBg5BlGVdffTUuu+wyBIPF87E8jVMHz751HK/t7oXfy+Nz1yyx9T/5CCM9wrEU/uM3inXFx69YgBUZX6qyoAcfv2IBBElSD7u0SsvI75feMNJilkDnWZfppvHV+99Uf6YXaYZhUBbyoH8kpjbVa6gK4Cd3bEQqnb+5iBl8mZLXiWgK/SMxBH08eoaicBt4CXrcLEJ+Xg2eGQBN1QEcH4gAUIKlVFrMKUPrGYiittwHnnNZKtRootJOUGcGp928S3Q2IurnY4CyzPVaHZAK6WhvpqbW+6U73fCefLMLb+ztQ0nAjTuuXmL6PBpxE1sVGlbz5/igcv9jScHw/k6lcpzYqphZZXj4bClxyO/WdPQGCrNVeWZrN2IJAW31JRqvOyuQiol4UsgQd8XxXpUzASrHuqgDhHbc/+nFI4gmBI2X6MlSihK4NQcXUZ3f9FgbjyZzPOvNlONTgXzB8hd+8hqGJxI4/4xmXHvOTNPXodWR47EUhicSSKS067N+HNIwUjISkDWtZyhi/WFsYGZTGWZm3E32HssmMFM2rWSsglwrkrazL4xHX+kAx7lw3Tkziz4W2+tzG7qR5JnsMAmWSIkaclyfkCYHNPogbHXgoZM9+ewRCik/dZKUSKjqpZNXNj67pRyzW4zVjccHIwgnRYQ8xb8e/R5EH06d+jdbwWi/1mMyyW1OI7jIvcd2S6wnYilb5B5gnaDUjx2asCB/S6ZFtRrQSmFIJ7glm/N0IpLCaDipNhXPh7QgIp4SIUmyWnmlacLoyiXHzfyL7eCNvf3Ysn8A0xtLsGpeLSRJRjwlYPGMSpQEeKQEyTDOpcmWkYkMOV4Er+EZDaV4flsPwrE0Bsfihn0MiHKcgbY6jd4X0jaSHb3DUTy9pRtpQcKVG6fl7XPy/PYeiJKM8hKPPXKcnBdMiL1C4nKzvfeKDdOQFiRs3tePSDyNOS3lliQ7QUWJF//+kVU5j7tcjBqX0u/ptOp11fw6NNeGTOPXN/b047fPHER5yIMv37jc9JwYp/oOGYFUhNDkeHQSjekBazU+OYsQy0eyXhv1ayBw22ii2zscw/6uMTX5ZASGYXDThXPQPahUWBid6RkmW7VqhHNXNCMSS2NaQ24sQnDkxDie3XYcIT9vmxxPFZEcXzarCvd+dgN41lVQBYiZBRENu/vRnmMj+OPzR9DZH1b/piR+lPUnRXEnxYSd8zUdhzXXBLGvc1QlxoFcyzszyy4ac1rKURpwG8aqZugeiOA/H9im/v7p9y3SVM8WWt1STBjxYHqQuMWuVeA/Owpi9vbs2YPW1lZcd911AIBvf/vb2L9/P1asMFfjnMa7F2ORJDp6wyjx29+InWapzJQ5Pg+nEuXqczObk4ys9xtNAoX8brTUBHOIAt5CFUxgdICqyJDjpJmOi2HgdXPwTpJnqy33qeT43KWN2Li4AUZCXK+bw399egN+8fhevLqrD9XlPnjdnEY1EE0IOeR410AELOvCN27JDRJpaA5+ogy+wPJqI+9XKxAPPkKKE+V4yMdrqgPMUMi91HugqtcuaINjpxveWCSJrv6ILWUwAQlA9cpxALj6rBlorglaknk9Q9HM/7OGndcn6zlu5RWpNuQ0ITgYhoHfyyEST+c0EwIKs1V58e0T6BmMYv2ietvkuLZCI1YUcvyxVzvw55c74PdyuPezGw2rVwDghe09iCYEkG+Ip0i9YuNg9xhe290LjnXhmrNnqIcZDTmelrD32Cju/+te1ecfUJS6enI8YXIY2HlkGG8dGIDLxeDmC/MrrADgiTc6cfTEBBqrA6bklFGwvHRmNQD7SbfWuhB++Kn1YFkGj7/eid1HRyztBPTQN6yhQQ6AfSNx269nx2uVXiuTaXvzVG3KZvDZVFsVgzk/Gk5ix2Glp8P7NxmX1xaCnUeG8druXoiijE9cuVDzN0K8OZnna+bX5cxTmijjOVYlDSLxtGlyikbCCTlegHLcied4kqgOTxFP1c17++H3uXHhyuKW+gLQ9IcBsjHCZFS4RtDv1796cn+OT+9k1Fy8jYO3HUWcla85oFg7/e7ZQ4glBE3jMn1Mpbf2om1VyLhKpkRKOW6+DrbWhfDNW1eBZV0ot6jMoSHmSY7r8Yfnj+CZt46jqtSLuz+2FoDW1oKst8WyaGAYhXDnWRf++toxPPLyUfg9yn5t1ZOGVmwPjyeAZtpzvPBS/OmNWTLmyIkJY3KcNMb18Zo1io5V7RAcE9GUalF13opmS3JcplWoeSwaCFjVhtH4/hQSlwsWe68kybjv0T0AgJsvnI0Gi/3UDjiWQUrQkuOtdSUoCSRRXZbf9g4Aasp8qKG8lf/4whGMhhNYMrMaZ8ypwUg4gWimqe6LO05kiP0yLNDZHWT7Dhmvh3TzPuKDHpkkOQ6Yq/H9OjI+bSPxrJ2zxgmtxuoAlsyoQsgGh0BX8RJsXNqEhe3lkPIore3YVYR8PGrKfHlV92ZJnv/6407150ISrkoj2ML3P6sKRxp29qOR8YSGGAe0sZJR5QBpaptIiSjx82qS8e3DQ2BZBnUV/pzzhJxJRilVMBy27B9Q/7ZoeiU6eidyztf0+t9UHcThnnHNY/pqBo0o0mTvuKqAuFcfAxrtpU6qW/pHY9h+cAiJlIALV7UUxeLlgxfNQTQuqBXB//bLzUimRVy8ulXt8zUVVUf/yHB8Vx5//HF86Utfwu233461a5Ugp6enBx/84Afxwx/+EOeee27RL/I03lm01Iawel6tpjwtH8gm6fRwqfyvdVBML4qkAzj9/8QDVf965Dl2y3o27+vHiztOYF/nKABFSVJM1Jb7cej4OPpH41g8oyqvl213RilOyl7pEvxoIo0Xd/Q4Vmwo1+HDyrnE+6xwmwunynHS1C8czyjHo0rQFwq4bRO7Ti1Q9Id1AjUgo4JAJxtee30J1i2oQ9BBAsnMcxxQ7sn8dmMVz8s7T2DzvgHs6VBUp41VQWvP8QL9h828IiVZVps1WnmX+TwsIvG0obpM9a10QJq5ORYeN+voQFBbkQ3SvvWbbVi/qH5SPRAA5TPLyI4hsyoZr5tFNCGoM6o85LFVldE/EsPhnnHEk0JO13cz9AxF8dLbvQCAa87Oqqs1tiqCiP7RWI7P+EQk13dco7SlXuP4YAQv71RIeLvk+OGecWw/NKQ51OlByK1NSxrx2GvHAADPvNWNWy6Zpwbr+ZR7HOtS5xCxjjCyHjGDVjHMGB6O4kkh73pKf6Z8Xqva5IU9pWS2pNZcOW5E4Pm9XKZ5mFTUaoDBsTg271MOO5Ika9YEog6WZOt5LssyGCi7T2ttMOezaQ5FvEs92I5Sfv76A/y3H9iGjr4JrJxTi1Xzs8Sox81i55EhROMCaip8mN6g9cOnSRPbtiqs+feuR7IIStRiYTScxN9e74TLxWBWUylabFhqOIEqUMjcPzKXp6LZGr1fHz0xjue39+CWS5QS/smqubTNvsz308mWWIuijMPHxwEoVkAE+oTOVZumo77Sj188rnjXGtmqpKjKSisSxcOzloSxEewo0mnwBmIHwcBKg7ehQrWD296zAICyrjyz9ThkWTkrEB9xM5T4eXCsC4IoqU05i6Ecry7zqdYAR3rGsWZ+rsUUEYmE/LzuPJTdFwQbynHtnm/9HWpsK22SJmpDTou1zmlcXhJw470bp0EUpRyhh5t3gWMZCKKsnvcmA5Z1AYKkuf5PXrkQY5Ekdh0ZxvPbjuOMubWO4szX9/RhNJxEScCNM+bUYGZTGS5d24pUWsJTm7swHk1BhpxDjpP10ExZTqqniBDM7+UnTY5bNSLWK8fJuchqH+R1AgwjnLmkEWfq+n2ZwagJpKr4n8T5lOD8lS04f2VL3ucV2nBxqqGJT/LEt/n2o6pSL9bMr8X+rjE1lqKbzapnG+pevLyzV+25Rvdt+PEjuyCIMt535jRcsqZN855vHRjET/68GwDw3Y+v1QimVs2rxYcvmZtzvqY/52Xr2nDNOTOwdf+AmijTj0nSbF0QpaL23NG/T3W5lvh30tgbAE4MRlULm3UL64tCjutj2P6RGFKCpOljcdpWxRkc35X77rsPd955J2688Ub1sXvuuQe//vWvce+9954mx/8BccacGo2KxQ4mpRzPE9DRzyXBndUmYURe2TnE9A7HVGIcgKocTwsi0oKcCdoKX2gIcTc4Fs8btHcNhBUlIrLkON2pPJYQCt7M57VV2CqnzIekAcFshVCAh4dn4eVZyLKsLuQlfrcjYtfJgZS8rijJGiJHT+w73fBWzavVeFvagd5zvJRqDjceyyUsCQbH4ioxDiiqDCPoiQmnMPOKpEuvrZS5fg8PIIFntx3HG3v78JUPLFcP4flKc43wtZuVyqR8RBuNoI+H38OpwVhXXzjPf+THvLYK8KxLDd6/+4m1ho0+PW4OAN2M054qb++xEfzf04q/4plLGm0RdD4Pi8bqQKZ5V/aesC4GDKN4qCbTEmY0luKClc0YHk9g28EhlAR4Q1Wvma0KpyqB7Y+phqoAovF0Xi/buz6yCl5eadgjiDKGxhKaQNeJ0lZU9x/t+Hz0lQ68uqsXFSVe3HnDMt3/aJWMkz0cGc2f44MR3PfoHgR9PD5w/izNd2vXRmDhtEqEYynDeW/VkHNWcxm+cN1SW+/hBGVBD6Y3lODIiQl85f43cO7yJjWpQ9bXfMMlLWSPvW4DEoocuokilJAC8aSAdQvrkBYkTZUIQOzGJKQEEYmkVjn+u2cOoX80jrOWNeYcLOj10i5hZNfCSpblbLLnJCrH04KEV3f1Ip4UMDAWV5WlNL7+y6w/drEO/ma2KsVODOiv1cOzuPtjax17FZshn+c4wZb9A2BdDERJRltdCMMTCUekPC14mNlUhpVza5FMiYZxJrFXYKAl1+hkJokx7KqC7SLb98De/CCiBFoFbVSpUyzPcQKGYRCieiBEYmnLvhUMw6CyxIP+0XiWHE9OvtqBYRjMaCzFjsNDpk05wwaVk4CWcCQexVbnHV6TyLHeU7S+7zaV4zYbcjqJy8tDHly2ts3wbwzDIODlMR5NaSxFrDAeTaGrPww350J7fYmGaOVMlO/9IzH8T4b0m95Y6oh4Dvl5jIaTmMgIfGY1l2FWcxkARVE7HtUqcgn01aN6BDQCKEKOZ4nFgK+4zXPJ+hNXleP5k5l210Y7eHpzF/pHYjmv+05hKvpPSbKMVFpplux1s445BKsqCz227B+Az8OqvRYCXk6zH81tq8DctgoMjsXxpfteB2CsHKfXFDpRm0gJ8LhZSJKsXpfRWKEfSwkSZjeX4ZmtxwEAXf1hLJxWmXPOpD+nz6PYdFopxwFgRmNJxrqrOPaZRu9jVKXtBD4PB4ZRElF2BTFOsWFxA2RZRitVeV5R4kF7fclJt/Z8t8LxytrV1YUzzzwz5/GzzjoL3/ve94pyUafx7odTz3HW5VK94OgF8OiJCTzw9wNgWRc+euk8VJX5DF/TqkxJVbEbdEEXJRmxhAA358o5xERi2kCMNP/aemAAP/+roti55zMbCi5tI4d5UZIxPJ4wLLUkeGFbD+a2VqCpJohlGbsBjXI8EzSerGaSRkg5PPhesLIFF61qVX+f0ChnsgrvfD7oTixQ9J6WJGvr1BKmGLhy4zREEgJmNSnkjMfNwufhlM3Ygv+trwxgZlMpDmUUZk3VxqSjU89xu16RF63O3jMr5bhfF9jTRHrWVsV5MO3Eq5ZhGNRW+NDRq5Dic1qNfXedoL2+RONZF/DyCBjES3ryK5/3J4Ffk/SyPswTrJ5Xh9XzctVoDMPAzbNIpkSkBREzmkoxIzPeSJmuEcz8bskBWpZzVcJmeN+Z+UsZ6bVpWkMpDnaPKeWbaS2paQWldFOGKEkq0axPOEYTaQyZNNXUlKtmPpeT9dTO/FkzvxYnMnZIgNYKxEx1pYdVwzCOsiuye38mi+Wzq7F8djU+9cOXMDAa1yjb7CrH8zW8Ug/pHJshS7Jry43nzTbcc+j1L5nOEgpeN5e1QTFYG7W2Kvb2A6ukBA1BlNSqm5PpOQ7I+PVTBwAAH7hgNi5f13ZSFHH6CrCpslXRw2lyOx/oJEm+e1wacGMknER7Qwk+e/ViR6S83h5loU5pSiOSyFae0es47V8czTRtt5vksQunVhxGzcHpvZ/sKxpit0jqvxAlOvjZY3shyzJmNZeZjvHKUq9Cjmf2CbJ2TDahM72xBDsOD6F7IIJkSsx5PWKrEvK7tfsCrRwntioW95NunmfVmBDQEsR2Lchaa0M4Y06NYY8cGi/syB33b+7pw5U24gE9Ar4MOZ6wR44f6RnHjzINnO/+2BqNzUOW3NfuSZyDxMz9j+3B8cEoFk6rxFWbpqtJuLCBqIWcMRIG9oLxPOS438upyS+yR9LfQbFt+hRBC6Uct9GQ047nuF28tLM3+7q6qseRiQRSKRFlIY8pKfy/T+yDLCuJGb1Kv1AUu+FiZ18Yd/1qKwDgyzcuw8ymMkf/T4s47CQn//WmFRiLpFAe8sDDu9QKUxpawju73qTU5IgZOS6iFPnjN32FJG3l8tTmbqyeV5czlslYUgQRuWdZIx7oi9cvy3mMQJJlPPlmFzw8izmt5ZZ2hzT0MeBkldezWsrw8y+eVXBvNzu44bzcJtkXrGzBBStbTnuO24Rjcry+vh5btmxBc7O23Hv79u2orq4u2oWdxrsbguiMHCfPTaZFTVAciadVYouUchp5i9LvE0ukcaB7DIIoY05LmcZznMZdH1mF7/9+B7oSESw08DAmdh80xiJJDYnhcdD1WI/aiiwZ/sjLHagp86G+0o/VBiWXr+zqhSDKKA951MakQR+P+W3lCPh4hKhA9Z3oniyIknpgsquI0xNzqnKGUo4rr53fB92uBYpemUR845MGPndTjbOWNeU8du9nN2Dn4WE88PeDeHpLN+68cZn6uQjWzK9DTZkP3/w/pYGt2Sbv1HPcrlI2TgX5luS4LuCngwy2AC/iQlFb4UdHbxi15X7Lho7Fhp78spuxXzqzCvd8ZgP8Hq4o5KabcyGZEnMOylZJBjPlOB2Mi5IEl6v4JNecljIc7B7DkRMTasIMyL+ujEwk8YX/fg1AlmTSkwizm5XkSMife7DPlqwzmsDV7npqZ/7UVfjx+p5+AEDQ79b4/yWLoCLhdCouzxTcHzOsW1iPREpAa11WrZJVjtsnx+9/bC9YF4OV1HesbzgU1PTbSBsSV3TljN5z/PPXLYWLYQz3b23ZsjPleL6kBH0dJ9NWhedYcCwDWVYItpOVRCffiyQrSauptFWZSmg8xy320/esb8ff3ugCAJQHPY5JeX1i1AyReBo7DimVKfpxRK+T0YzK1EoV3DcSw9f/ZzMkScanr1qEBe35SSWnyvGsJ392fiydWYUffHIdRElW+88USzk+OBaHLMvwe3lN/EQqQa0sIokykCjHs57jkyTHG7JJ6WN9EzkNcmlbFY2PM3XeUPcoK5sLmxZAgHWfDTOsX1SP9Yvq8z5vcCw3Cd0/ar9nBw2yn0fj9mxV6ISC/rzI6RKZyZQieOI5F/7jo6tRVerNmyjoHY6heyCixt4kntBb1gHZcWOkHH/PunaMhpOorzIWRs1sLsP9XzoLf3mlA//vF5tz/v7x77+k/lyMtdun8xxXRUMWSWI7c/bNvUpD1fpKv2WVMj126Tmw9+gI/vWnSmz3jVtWmgqCXtnZB0mWUV8ZMCXHxyJJ9A7HIEoS5rVV5BXbbNmv9NiRCqwG0sPJ/DRCZakXP/vCJgiilHfOkvFA22YZ7Ue0tUc8ZWCrolGOZ5/75Z+9kfNa//vEftV2hYxJvXK8s0/b2N4o4aznkMYjSew8Mqz+3SlJnUqL+OMLRwAoAhP75HhxOYFiNiIHFFHQl3/6BnjOhUvXtjmuYD8NYzgmx6+77jrcdddd6OrqwuLFiwEAu3btwq9+9St8/OMfL/oFnsY7j76RGN46MIC0IOGClS2mWW4aRotqPqjkOF16STftyQQsbl7p8kyUguR/CfpH47j3T4pq4M4blhmq2MmmURb0oKs/glhCyNk0iAKuJOBWg57RcFINGBhMLotYU+5DbYUfteU+7Dg8hGRKxIL2CqyeX2eqQnx5Zy9ezmTXL1/Xhs9dm1smv2X/APwZpYEoyTmlVHoMjcWx5cAABEHCpqWNhsSRHbx34zSk0qKGHHGCCdVWRWmYsmRGFXjOlVd1eMWGadjdMQxBlFFd5kNjVcD0QGrW8GnhtArEEgLqKs3V+1Y41jeBXUeUa3jPhvaCN0AXwyCWTKsHM7PX2XU0GySY2aqQgMSJAssOaaLxqbRQjunXCZqI4lgXWBdjW60UTaTROxRDwMehusznaN6RCo2h8XjeKgSnIJUuPOvKIcQKVY67ebao5BEZ83aVyYBWOU7PGfp+KUmrIlygDnNby/GXV49BlGSNfVA+coLVEM0Z8kY3PonK2QiCSvho/4dUpvCcCyMTSTCM0o/ivQYH0Xzz5+9butXHgj4O9NJWjBJLbeNArdVPV38YXf0ReN1sTpPrYsAo8cTaVo5rx2ZSRyToG4PR5FYknjacW3RykLwexyq+lPqEo9F7AU48x6lmUBZJCbOKjJOBH9++ERzrUte/k5FE1xMnKYd9SU4V2LUOiMTT6jpSSPkyz7ng5lxICZKlv/LB7jEcH1QqUPQKWHqdJCpTq32WYbJ7g12bM7Uhp839Wx93edxKU7rSoHYcuDIxgSjJtm2mjHDvn3bh+GAE6xfW48ozc9dpq72EJsdlWVY9xydLjrfXl6gWZ0dO5JLjkUz8G/S74XazKAsqCnLWoGrB6lzlxHOcJqWcNK+2AxKj1Vb40V4Xwvz2CiydadxXqaN3As++dRwcy+CqTTNyVKRkvberHF88vQrfvHUVUmkpx3qE7O9krI9Fk6p3/2euWoS6ivxngKWzqtFYFcD0RiXhUZKx7pmIpZAWRNz36B5UlHixfmG9GgcbkeP59mEXw6BnMKKuy1Nd7UMELcm0CEGUbFWAu1wMOJZRK7+N8PSWLnT0hrFqXq01OU69z1yqylMjyjBZo2RZVt/fKmm34/AQfv2kUkV13+fOtBVr15b70TscxeIZVThrWWPRLLoK8cZWvLWZonhHP7/tOOIp5cxO1l16nC6ZUYXGqqBabQpo18G1C+rw2u4+w9emx2SOcrxPsZZaM78WN104x3B86de6X/xtH3YfVc4DPOdyfI5LpSXVkzxf/GHGvwDZStB3ynNej7QgYWBMSTrSiY3TmBwcH21vvvlmpFIp/PrXv8Z9990HAKipqcHtt9+u8SE/jX8c9A5H8acXjwJQ1GFOyHEnJRxGpc5Gnngzm8rw089vQjiWwmfueUXzv0AuQWC1wZMGbkYZf2Kr0lITxO4MSTMaTiJJNQyZDNHm4Vl866OrAQD/+cA2HOweUzfqyfrd/se/rEbIxyOeFJASRLy4I7eUimBgLI4/PK9kVJfOqi6IHOdYl6lnoBkkScbgWBwTsRRKAm71gBbyuzG/vcK0IaURfvv3Q+gbiWHTkgbcZNEo0KzhE2ngVCg6esN45OUOAMCla9vgyqN0t4IdcoaQ46UBt+n9oskhJ6RwPtKEVoHatVUBtN/9tefMdKTiPnpiAj946G0AwL9/ZBUabGb9gay3vyjJannhZNDZF8ZfXz+GtCDh8nXt+PdfKyWSn3jvQg3xSiv6GBRGltjF8YEIRsJJ+L0cZjRqPZTJmjIwGsNPHtmFmnI/zlzSAK+bxfBEAqm0hFnNZaYB4S3ffl79eRl1uLWr+n/rwCBSgoj6Sj/a6kryPn9aQ6ma/Dw+mFWY5DvE+D0cPnDBbLAuBi/u6EFHb9iRnYBg4ed610dWYX/nKO57dA9kGWr/ByMYzR9yCCbVSAEvB9alfEZyqNQTxEaQZBlPb+4GxzKY01qeo6DSHLx0xMiOQ0P48ysd8Hm4opLjE7EU9neOQhAlLJpepSE2mMzl5FOO6xMDCd3vWeW4Mgbo9/jdM4eweEYV1i6o0zQ1pvtWxB34fKc1Zcv24peaMh+WzapWxpvFR02YVGScDOjLg0nS5+YL5yAQ9OAnf3x7Uoo4I5T43WisDsDNuSBJslohcHItZSYPu5YLdIPYsgLXe7+XQyqSwsMvHcWbe/vRUhvCrZfN0zyH/v70pCY9xhNqUsh8HNP/n2+eEgiOyXGtTYjV2K8s9UKS5EklUGiFtZH1hNfiDFNZqpDjqbSEcCytxqWTTeh43Cyaq4PoGohg99FhXEzZ04mSpPoCh3yK2v37n1yf8xpptbrJpnI8D/mmbchZPIWkKEnY16mcmRa2V+B6gzJ/GoNjcZVkM0o6E4I7YlM57vNwpudU1XOcUo4T2L3H+rNO1lYljZFwEtsPDQFQCF4yV+MGtip2QBp7v2d9O7bsG0BvxpOboJgkHR2zx5KCLVsVAPjp5zdZni/svg7Zs5fMqFITD4BW5GBGwGtFO+bXQq9ZdmLYKzZMUytmRUlG0MdP0qKL3kumvnKWhl5t/sxbx9E7HMPGxQqvE4mnkaAIVqNxRa+dK2bXoKrUm7cCjbZlGRiNqxWh89oqTOecfq2rrwio5LjZONpzbAQT0RQqS7yq5z9BScCNn31hky0rz6luxjo8nkA8KSDo51FmwzbTCnRFMPlenn3rOEbCCbTVlaj9Ag90jWIilkZVqRcry5014P5nREG6r1tvvRW33norRkdHwfM8gsHidrg/jVMLWl9Ue2oO1crEATlhZAOhUTboXktDIlILfl2lH9++bQ041oWQn7dUsRPfvHEDcpx4ADZUBbCvcxSiJGM0nMx6mBex3CarqMpVtzstfab/5vfy8MN6MycqXi5zgD1ZSAuSWpZFHxQKIeeTNj3DtZ7jxetorfckzTc2jg9G8MhLR+H3cLhiwzT1QBaJp3G4Z9zwegmGxuKq1VB1mS/n7wReD4ugT1G82rGmISCkSZiytKBJk6Cfxw8/tR6iJOcQ4DRoWxWlyqLwhAHtY2zHZ9GM6P3cj19Vfy40wAnHU3gr02zxzCUN6uP6e0WCvoaqAL7+oTMcvUdaEBGJC/DwLk2pvRme296DF7b3oK7Cj//IJNz013WsP4zxiLLOnTGnBn/f2o1nth5HZYkH3/n4OlsBYUNVANsyBz+7qpc/vHAYA6NxnL2s0RY5znMufOXG5aiv9KOjd0JtHpiPUHPzLM5a2ggA2HVkGB29YdvkJkArx7XjlHwvK2bXoK6iA30jMZwYUsqqXS4mpzxT3wQJUILVmy+coyZcyRrHMAw8bhfiSdHW3iqKktrp/qYLZ6OpOmg61m//kXasq82ri1wm2jccw32P7gEA/L8PrtDMT7ue434vh42L61U/TP13kVbLuzPKceo9DnSP4UD3GBZOqzAmxynlOCkJliQZaVGCJMk5JArt62u3Aog0tsoH2j5mqn237WD5rGqMhJOYN6Ma3/qXNZrKhmJgycwqLKESau9WWxVOJ7gwA2naDii2KoUg4OMxllmne4aiqtUBDbrnxXRdMtRonbTae2niyW7Ck4hW7K6vRtYLoqT47ytNo7PX95//ssbWa1qBtsjiWBcCXk6jxLfaS6rLfGioCqCixKPxkC5GMmt6Yyn6RmKqpzMB63LhZ1/YhEgibakKX7ewHrOby9FkUi0I6GLcPHsKPZbtxmfH+iawv1PpCUL3n6HRcSKs7n92RC5eN4eW2iBEUTbs8+BUOW4FUu1IkuFN1UHc+9kNSKZEsKwL49EUvG7WUTKE7OeiJKNnMNtTpDzksbRVsYM39/ZDkoGNixuwbHY1Hn+9U/P3Ylb70DF7PEGR43m+i3zCGzv2LIBxbwLAnnLcbnNZroD1DjD3hXcKbRWS8zGRFiTEkgJ4loHXbc968f7H9mD7oSHMbS3Hp963SH2cnKsCPh5eN6uQ40nra9I35LRTgUbPadIrC4CmYaQeQiZxQPbes5Y1onsgjP1dY2BMPvPDLx5BR28Yq+fX5pDjBPpqUjNMpfXcV+9/AylBwpUbp+FSh6JCPbRNSpXv+aW3T6B7QKmcIuT44290YvfRESycVomVixon9Z7/DChotkejUfzlL3/BwYMHwXEcZs6ciYsvvvg0Sf4PCreDBi8Ego1yLD2ySi+6aY95NphWRbh1lg00aWjmOQ5kyXFSDksWYlmWNR6A/3rTCoT8PEqDblVlPRm/cT3MgpB8G8+Ow0PoH4mhPOTReLQ6wazmMtz/xbNsPbdnMAIwuYRQIfC4Wbh5F1JpSdOkjpQoOoHdcm0zW5XJgj482wm4RiYSqrrkEmpzfPat43h1V1/mNbPkjBkBdrhn3LTMa8OiBmxY1JDzP3bwjQ+vVMk1fZzpYhgNCWUGWt3N887L4GjQzXH1ZbJGmMrMv95/74MXzUFakHLmBAkikynBkSpLkmXc9t0XIUNR2J9/RnPe/7FK2JE1hRDjgGLpRCcGSWVBvoCQJAUA+yX4ahWRg++AWDMV6tGsEt26PeNg9xi2HxqEKMo5ajZyWDazCnK5GFyyphW/eHwf+kZi+MurHWiqDhoqbS9Z04o/vnBU/Z00ASV7StCfXePcnEKkJ23YCAhiVmmer2koAbl3v3vmUOb9ikuO02PuD88fwbXnzERzpi+G3d4CteV+fPCiudh+aAjhWDqHSNArzwI6wpB1MeB1a7+baupM1FBkTv73o7vx1oFBzGwqxZdvXK75P6fNxJ0g+Q55jgOKj2wkQy7VlPlw/hnN+OQPXwYAlJZ4sWZuzaQUcXbwrrVVYV2Y21oOnnNZVgDRyvFCK4UCFAmzcXG9YQLc5+HUMvgy3V5sNK6sCAGaXMmXxCIg6jvbynE+N+56eks3/vD8EXAsg599wV78aReCTnUY8rs15LgV0TWruQz//pFVALT3k/baLRTXnjMDB7pGc6xwAOU+WNk9AcCmJflJDdqaJq9y3KAJdT4c6BrDQ88fBsPAlBzfc2xEfc3ZLWXq47IsY3gioWmQCQCLpldikUHfJwKSDC0KOa5rBu9yMQh4eTCAuh7ecslcrFuY31edgD6zdPZlmw1WhDyq0jahszwYjyRx/1/3wufhcOmaNjXmsSPsWDarCqvm1eE3Tx8oarWPXjleLCFY9nybRzlu0idJe74yHtOizeayRjZFJxOaRGsByvGjJ8bx7d9uBwB8/UNnoMWCYCYgdin0eibLsurhH/K5bSdxfLqGnG/u61d/XzKjCkdOjOeMSZorOXR8DIAypipLvYgm0nBzrpykmL6/Ql2FH43VQezvGjMV8Tnts5UPU2U95/NwSAmpotig0PZjZJ7qq2MASvQxiar2fyY43u1PnDiBG2+8EcPDw2hvb4ckSXjooYdw33334be//S3q6nKbCZ7GuxuTUY47IURopReBYFDiLEkyBsbiiCcFfOUDy+HhWVSVmvv5WhH1pZS6ZyKaUr1LiecaoATWtI92yqZK2Q5Gw0nsPTaiksP6zDpR8d54/mwAyAmGnnvrOHZ3jGBBe4WGHO8djoJlXSgLuIuq0iIlfvpgrHc4isdf74SHZ3HJmlbb/sqfft8ieN0ceoej2HFYIYtDfjfGI0lsPTCItCBhzfxazX0yAlHk5SMctAom5X8i8TRe390HN+/CoulVBR1qtaVy+TdmD89idnMZYklBQ/TQpDN9Tp3qMi8a5HWWz67GWwcG0d5QWhBpsmJODS5d24q/vtaZM65jCQHheAqSJGuaxZiBKBz8Hu4dz/zT84lnXdi42DgBQZ5nxy6Dhoth4M8o3aJxe4dBo94L6nXoHisJuOHzcFg5txYzGktz5pZVQKipkLBRnqhcW+FkY6FKW0LG6vefrv4wntqsqGOvPWemhhgin8fKCmz1/Fr85dUODI4l8PbhIfQORXPmxhUbpmFgNIbSgEf1MiWJXbXpMKV8JgdGO57wPg+Hn3/pLIXEsrE+0GPdKkk8GdCvt69zFCeGoio5Tr5f2aZCy8OzCCNt6jlO3svNs4pVhwy8f9N0nHdGM2QdsadRjuvsPIxiDfW9Cohd7OKd9Bz/5d/2YdvBQcxqKsWdNy5XPasBoNVGRUcxQNbCk50YmCxcLgZfuC63v4sehHzwuNmClYakUmhOSxk+eNFc9XEz0uyZt47jmbeOA1Dm+wUrWzR/ryr1ImQhOHBqMyBJshqb2J0jvMZWRetvbnc/dwI10amS4zz6su0rbNv68JwL565oQjIlorbcvErPCmb3jYgaAOOYpKN3AomUiIoSj9o3xS7cvFKNlM6zp9D3224VAN0vRsrYgulBeoXMaCxVkwrbDg7iwWcPYSKawpdvXOZozQlmYuRUWkJaEA3V5TQefukIntzchbKAB3d/bK3mb+Rz6hMUmhjegjRNpUU8+koHvG4Wy2ZVo7E6qKl27exXyHHWxSAUyJKOcd2eFo6lsfeY0iCWVLwB+WP9C1Y245qzFUvC2S1lk/K/1oNWjscSghqT5CO1xyJJJFIi3JzL8OxHxmG+2IPE+QePj6OrP6wSv5peNyZrFP24JTlOK8dtCDx2HhlCacCDhqpAUWInuoLXST8oAqGAJrrEumOUqmyKJwU1GRrwceo8pQnbP798FBzrwvz2CrVaicx/UZIRTwkYnci+5tnLG/HBi+fkjEl6vhKhSFWpF5/4wUsAjJNR0xtLkBJETcKQnNnNeKhPXLkQMgCPwfqQSAkYj6bg4VmU+N22FPf5+JdC4fVwGI+mNNWlhYJe48lZL7vGZf/2ySsXIpmW3nWx1zsFx9Hbf/7nf6Kurg4PPfQQqqqUcsmhoSF89rOfxXe+8x1873vfK/pFnsY7CyPVRz4Uor4yOrCKBhteIiXgKxk7DqsMP8kuWl1LKUVGjlPkOK1U1ds4ZFVsk19kjvVNqAQKYByE3PWRVeoGoQ+G/F4ODJOr+PmfJ/bj8PFxLJ1ZpSmjmiy2ZpSjekJoeCKhegaes7zJ9uuR5iyReAr1lX5MRFOZg0wMD/z9IABgZlMugUdDlCQ1YMhHOAS8PBZMqwDPutTD61g4id89q6gqv3CtrzBynD5g2gh4ZreU40s3lOc8vnh6JV5vLMXhnvGcw/VUlnkZgWTh9d7FkixDFOVMObR1SaVZcP3ijh784QX7qjESNNOKWzuYisy/ttu8eXBDDkWReBqReNqWHQyBSo7bVEpZqbP161RN5pBfXeYzVCVaBYR2ylv1sNNEzAhpQdJ0p7eT5LvnjzuRFkTsyRw69YckvQLJRTVOFKlSfCPoSQ5BlHFiOGZIctSU+1FT7kdXfwR/39qNg8cVtQux6qIP0+RzOWnI6WIYxauIQr6xrqrAikz66vdV+jtmVFsVe69FAvdkjud4bkL63s9u0By69OsQ7TlO1FDk9VWFkcFaffHqVsxuKcsh260wFkliy36lqfXaBXWm+9U76Tnu8yjvF8scyHqGaHI8hHRy8qpMPWIJAYd7xpAWJMxuKc/ehyJW3Z1KILYqhVqqANmqCH1DTrsJckmWMaelDF43h01LGy0VuYC26bcdWz27Ck0amoZsmbm8cFqloS1bz2AE0YQiGmisLqwaWW/rqFdk+2yqwIM+Htefa+2XnQ927tv5Z7RgNJxEyM+r6+d//XEnJqIpXLy6FVdtmu7oPXnWhTjEvOSblW2lGc5Z3mQZ48cSaRw9MQFAa6nic7MqMfbEm12O+vzQNlrRhICyoPXamUiJEATZsKmtXlWZFhR7LSPrHyNEEwKeeLMLgNJstLE6qBlfRDleHvLAxTAq6ZhMiZpkAssyWDS9ErGkoDmHAvZj/RK/u6jVPrSFXywp4KyljYglBUxvKLX4L+CHD72NroEI1i6ow0cunZfzd6P92wi0Cpa+d/TYNFujRJuksSaGzSPwkGUZP/vLXsSSgiYpMRlolePOyfGm6gD+5fL5EETJtl91ReZMOxFNQZQksC6XGosCyjqnV45LkqyOP6+bVclxhmHgdbOIJgQkkqLaW4NjXZjVVAY3z+aMSY5l1GbEBNMbS9E7rPjnG823tQvqsXZBPf788lFNjA0osbdR3G1lybrv2CjufXgXAODuj63JqV4xgxX/Uij8nsn1IaBBuzmQ6kneIAHo9/Lwe531AfxnhmNy/LXXXsMvf/lLlRgHgKqqKnzxi1/ErbfeWtSLO41TA4X4NBeLHBcMyv7yXU8qLeLj338JkizjpgtnU9eSuzHryXEC/cYBKKRgJJ5WSQy+CAc8vSJEHzzoSU99MHTLJXPx0cvn56g3xjOHNDubpyhJGB5PQBBllIc8GlLWruplbms5WmqCSApSQYqpRdOrsGh6dk0hizvD5C99S6aM7XWMUFnqxR1XL9E8pmloUSBhQW84ZsoGO6go8WJaQwkO94wbEv1OyN5ESkD/SByCKKGpOuiYjOEMss8A0DsUxdd+sRkA8Llrl2C+hdeuvpEegWq3YJNgJeR4yAHBDExN5p+e91aHT/r+/ejhXbjzhmW23yPg5TGIBGIGhzsjWK23K+ZUo6kmgL++pnhV1lr41BOYBYS05YjdklTSdMhpUPaTR3bhbYoct6O03d0xrFPWaNdFbUmtDJ5aqtTrNFEyFlK9MaelDH/f2o14UkRnf1hj1UXg4Y0JYacgY/0969rB8y788YUjmrE+VXYherKd/s7t2qocOj6GPR0jql9rLjmee+351IPZEltRPfARooKMRaPDqc/D4fDxcTAMg4XTqnL+boThiYRqWzOrpcyUHH8nPcfJvhzPkOCk2W1FyIOg343RKSDHB8fi+OEfdgIAvnjdUnXNeLfZqtjFaFiJISfTfJkQVDGDxKgd0szFMPji9fb3GqfKcaOYPB80xGMmYd5aF9JUZBL88m/70dE7gVXzavEvl8+39fp6iDm2Ktq4IZ9yvLMvjOODEbh5VvVsnQzy3bdn3zquikF+9oVN4FiXmlCgk6a/e+ZQpvFxJRbPMF+blLUxnbcaSeM5XiQF/yu7+lSxDk2Oz2opU3vZkIbyBL3DUfQNx8DzLixoz03mBCjSNhpP5z3XkL3OSLywZn4dZjSWoq5SOXu9uqsXv37qgOY5VqQlbY9CxhE9vsg5kqwB9FhLpkR1Ha6vDOCz719s+j5TZelgBa1yPI33brQnuiExsRHJKUmyumbks3Sjz460mEQjajD1HLeXtOMcrHcjE0m1P4Ad+xI7YBgGHMtAEOWCbF1Kgx6smudsHBACW5YVe8WKEq+mj1PI586x/xFECQEvh7Qo5fASXrci3kmkRBzuGQMAzGouNU1+MAwDN8dq4p8ZjaV4ZafSY8YqGVWsqmmNMMFm/JGPfykU2Vhs8uQ4vcZlleO5tiqn4QyOWSyWZeHz5R6uPR4PUqncpoan8e5HPlsVIx/qylIvPDyLoI1mcgRGai7a25AowzjWhc++fzHcnEsNcGhwrEsNzhJJUa0+NyIFaBuLCYoc12wcfh4v7OjBA08fhCTLqtrZUwSSobbChx98aj3uuPcVpRzI4aHRiCCQZVn1Fy4L5veGHo+kcOdPFSX+x69YgBXUYcDJxvT1D690dO1WaKoJ4v4vbrJVcpssYNOjMa2hBD//0llIp6WC/bjogGuyG9JYpjTbaLw6IXs7+8KOvekIDh0fwyu7lMCFbswJ2O8KH02k8cJ2hVSlG5UBwJJZ1ait8INlGdXv2gp04xinKHbmnyYD9x4bxTNbj4PnXLj5ojkaBRF9KNJ7JOcD+ZwR28pxc1Xw2gX1kGQZT77ZDUGUUFORu2bSiqZL17ZpSg7pgFCruslPpMhy9gDg1KZiZnOZhhy3UwbJsi4IVM8K/XtaNda7YGUzzphTY5lEclq9MaulDAwUB5R9naOqTY7GVoVzgYE9dbUgShgNJ9Vm0/rPR4/1xTOqNGN9yshxvXKc+p3csnxexoeOj2u+U73vJSHU9Ifr8UgSkXhasVbTJX3oZPvy2dVorAqodi9WynHAvELKDOT1OJaxTPgRWxWGmRpPcysQ4kNVjmcSEU01U9criB4LaVHCp69ahGRKNCRFT3Vs3tePaEJAY1XAtNkXsVWxq+gzAtkrhieS+PPLRzGnpRxzWrNVZsUmzTSe47aU47QVh3NyPJ/AxsryyA6UPUdvq6KNg715BBxPvNmJzfsG0FYXKgo5Dhjft/Z6ZR6Q+MbnYdVr/uSVCwFoBTyv7OpFPCkg5OfzkOPW6xuBJpabRMN0Gq/vUSpIA14OrbUhQ4FNPClqBDazW8pwoGsMXjeLn9xxZs5r0n1mjNTggLGQx0xhSiNBrckenkUiZa24p/cmkmx18yy8blbzN0KO04RvgiLH82GqLB2s4OYVCw2fm7VtjQkA7980Q7EAMkgK0mrwfMrx5pog9h4bRWmAV/dqQLtGmXuO21uXNMnAPOKcylIvfvDJdejsjxR1z+I5JU4tZt8rK9DJ2tFwEhUlXo1lo2KrolWOu3kW9352o+HreTPK5+GJBI71KpUSViIp5fVcSKZFeHgWy2dXY3pjKTjWBUGU8p6Z7cbd5LwhSnJOj4jJ8gTFBKlcKrpynHiOq02Hs39LC5Lt/fo0CiDHly1bhp/85Ce4++67wfPKAS+dTuO+++7DsmX21Qqn8e5BvoacRj7U//bBMxy/j5VyXF+qvWh6JXYcGsKd970OnnPh3z50hlom43IxatMyAPjJHRuRFiRDGxSvm8W5y5sQ9POazsl6WxW/h1M338GxOIDieI6zLhd8blYl8PMpn+0gnhTV+5TPqxvQq55z7+9U2nk8vaUbT23uAutiNN6Aim2AvYU8VYRNz8UwkypzZy1INyMc6BrFSDiJipAHs1u09iq9I0qpmRmZaJfs1RATDoMwUu4G5JKg5SEPbrpgNkRJRo2FF2acOsToPYRrynyosaFgJihUOT4VmX/6oD8wGsfujL/mTRdovyd6LJr5kptBLa2P2wue1HXShHAbnUiq45J4p8qyjH/9+ZsYCSfx3vXtOD/jVfv6nj488PRB1JT78ZUPLNMEmXYUPEbXBTgnA1fOrcHW/QM41heGTYEiOBcDkoZZOrMKbboDjZYc115/S23IVgIpHzklShK+/sstKA95cMHKFrTUhtDZH8ZbBwbUdZ4ma+64Zokm+WuFvpEY/l+mauML1y7BXOpAkm+sW1VQTQb6+0onaM5d0YwNixvyJjYYRhnzhPjQJ+GvPnsGwrEUKkLZA3s8KeAPLxzBa7v74POw+PHtWlJFVYeLMs5Z3qSprtLHGoX6AhM01wTx8y+dZei/S2PJDKWnRVqQJtWguBAQUiaR8RrtySjHp5Icrynz4VsfXQ2ecyHkd5/0hEAx8ccXjmBoPIFzlzeZkuOfeO8CDE8kNEpXp6CtRsiYpMlxJ6TZga5RMAyDqlKvKdnlVDnOuhisnFsDUZJtl6bTsbeVFRkAfOCC2RAEyZENGQ1N5RBXmHKcfFfH+sL4/XOH4OFZXLS6dVKkCrlvV26cjl89uR8MgDf3DmDxjGqsnFuD+kq/Jk4z2ovqKnyIJcUcGw49SBIxnacaSZJllaCy6zmeTIuYiKYgiBKqy3w5cerxAWVdmddWAZfLvMk3weXr2iDJSqNPs5hXrxw3QqEKU7pJMM+5FHLcUjlOk+PZ8VDidyORiqu/kzFEP0dR5dpPnE2FpYMVGIbB565Z4vj/zNZDQFeZm2f9J/uD3p9da4dnx3PcylbF+ryrR2nQg0WTSHYaQfk8+W2PigXa5oskcMM6juOas2fg6rNm2OrHQJ6z/eCgGtPSVSJGIPd+4+IGXHeuYk/DcwwE0fh8+vLOExidSKKhKoAVc2psJYX/54n9eGVnL5qqA/jGLas0f0uRJBhOvjBBj2Iqx1Maz3HlvqjWUdSc+MrP3sDwRAIXrGrBJ6/O3z/lnx2OyfHPf/7zuPbaa3HeeedhwQLFM2zXrl2IRqP4zW9+U/QLPI13HvmU405VVma4YFUL1syvQ4gK/EiplFGZVEpQSOCUIOUqBDkGqbSSRfS6OXhNYkmGYXD9ebmegsRWhYESmLXVhXDVpukoD3nw19eOASgOOa58juziZtRIwgqCKGEimkI0IaC+0g+OdWlUunaU4xqrBJPu2VNV4idKkrpZ7z02YuqDbAUnGWFZlvHS2yeQEiTMaiormhrAinQzwvPbe7B53wDa60vwtZtXaP7WnTlckLJ3Gk7I3obKAL50/VLwHIuGKmcNnWh1i37uhfxubKIaCJnByE+0UExGOV5s0OshXfrOcy5Tku2//rhT/dlOUilgUVpvBJX4NDlcDoxmkx3Ec5xhGMQSApIpEWNU1Uz/SBwpQcJoOJEzn1gbCh4amrJtm6oFo+9QkrVE5XXnz8ZFK5tz/pdc3yVrWvG+M3N9Wp32BjACITnev2k6xiIpPLW5S0NOjYaT6BmKomcoio2LGzCntQyd/WF0ZBQ2gNY734mink5ImJEZsiwjLUg5lUgnTTlOXZfPw9lSyl20qhUXrWrFzx7bgzf29Ocox+e2luf8z++fO6z2uTBKfNPXJQja0mBeJc6V72SypbsMw+gt4A1RW+FHrUHlxskAuQ8ygP6RmJqIaKrO3xC5UPCc6x37vMWGfswYoRj3V7/HGcU0+Uiztw8PYXgigd88rVh1vHfjNFy2ts3w/egcjR1y3OfhHPlFA1orMhLvPrO1G3uPjaKq1KuJwekK1EKgtQrJeI7ryOR8a9KFq1pw4aoW7Dg0hP99Yr/62GRB7tv0hhKEAjxe2H4CgGKxYacx+ddutic68nk4+D1cXiuzBe2V+NkXNjnqr7D76DB+/MhuAMB3P74WL719wnDd3LJ/AFsye/bl69pw+bo2U4HNQ88fBmAeI9DkuFU1XSFCniRFjhNlpTU5TtmqUOOoJODGwFiWHDeyVaH3tSMnxtHdH0HQx2uqdfWfRX39IvuL50MskcbDLx2Fm2OxdmEdmgr1/6fIO/tWaNrv304Cz66tSiF9c4oNzuRz2sG2g4N4cnMXOBeD269eYiueK6OV4xl+IKrjOOxUZhIQwUxW7MHnTbKT+ItOjlr1Rnh1Vx8Odo9h2axqrJhTYyspbFV1RGxVPG72pAsT9JgqWxWyz5J1n54TJBFkVe19Glk4Zi+mT5+ORx99FA888AAOHToEWZZx2WWX4brrrkNjY37C5DTefXBlOpOLknLonqzKygxGTT/IRmgUNDVWB/G+M6chbeBzzbMupNL5y3XMEIkrZFHAp2waNeV+XLy6FQDwxBuKd2++LLhdJKgF0qlyfOeRYfyINJm4bQ2qynyq3zhgr7yX/m7NMulb9g/A7+VQHvSgZygKFwPNxtQzGMHAWBx+D5ejhLZCyJc9tHz3wR1YM78Wt142H7IsYyKaQlqQMo0kzJeqpIMmZwzD4P+eUuxxrj5rBlrrQognFe80N++C38MVtHFyrDPSjfjY+b2c6XwCsnOqkPnkc3gvaJwxpwbH17bhsdeOFTyHfB4Obs6FlCDlbQpmBTnj9Q/kKsDeCdDBaJSauzznKpo/HikjNish1kNtQGawJu08Mowf/uFt9feasix5UxpwYzyaUm2YAGDR9ErwnAuilGt3w7Eu5RBpM8Cig167jSDzfYdXbGjH9RfMwehoNOdvRl3ajf4O2COCzPCNW1biS//9OlKChIt0pAkDBusX1WNkIoHaCj/KQx4EvDwYBvjTi0cBFD6OtckG4+/zC//9GkYmkrhodQvev2mG+rjVGJkM9CqtyZTnEx9uO/7rdKm90WfSNM7V+WYaHcJPdsPjkw3aT/bQ8XH156lUjv8j4Ws3rwDrchXNfsIMlZm+I6SpodM+NADwtzc6NffY6poZJhvf27FVKQQ+N4crNrTDzbGqIrqrP4Idh4cKJt3MoFkjM+tCU3UQVaVetSFkPnUkSTywLgblIQ+SKXHSYhj6vpE5N1Vk55cc9DcBrJuq66GvkrQb8/QMRkwFNvms13weFl//0BkI+njLpntAfiHP67v7sL9rFCUBN9535nQNOU6+BquY10w5ru8zUKGS41pbFYLtB4fwtzc6EfIbk+PvNCIJAc9lkm6zmssKnqdaW5Xc+2t0/pF1Yoj3nZWNY0w9x23aqtBisHwx4MBYHFWl3rwVYU5hJ9FqhtFwEocza7vdNgHEhi8cS6u2nSTJ5PdyhsR4Mi2ifyQGnnOhssSrWf/oce/zsJjfVpH3OyKfmfTloB8zIrPdvAs+D6tJDudLCvMW8T89z99p6JujTwZGlRlkjKcpsSPpo+DU3vKfFY7J8R/96Ee45ZZb8IUvfEHzeCQSwTe/+U189atfLdrFncapAzfPIp4UkBLyB0OXrm3FzOYyHOweQ32lP28wYwWyEepVcj/8w9voHY5i1bw6XGnQNIQsAKm0hFgiDZ5zgWNdtoPAEr8b7fUhQ4VJSvU/LXyRNSNEiSIDsKsw1XrxVQEaFagtWxWbVgn1FX4cyRzY1i2o1/zt9T39+NsbnSgJuPHDT63P+54EJQEtSUTGiijJuP1HrwIAPnD+LJy1rMn0NWgixc4BhucU7zOygb62u09thnT/FzeBLYgcd6YcJxljn4crGqFabJQF3aiv9DtSgJuN651HhjVE/4zGUjz0/BGIkoQ7b1hmuUak0pIaPJ0KynE6WUg3zCRjoBgkm9+jfM5oIq3xAzeDYKEK7h7IKpZDfm2iqSToBgaAiWg2oTarucy0TLahKoD//lyuJ2i+6zK7NjNYfYdXGijCCfI1etU25NQG0D//6150D0Qwv70CV1OHMbNrqyn34fhgFGORJG69LNs4rrLUiw9fPFfzP9MbS7F1/4D6O50UjCcF5T7nsSnSX7MZ4UXUWQld4J2vuqBYoNdCWZYhyQrpZmf/dTsgx9fMr8Oru/owEU0ZHnjqKv3YuLgeLOvCg88cQlnIg2WzqtFeX6KxXKHnV6EVUlKmz0daEBUbtknYakwVfBpyfAyAohpusKFYnSxkWcaxvjB+9cR+uN0sbrl47rtOUa73MNXDTu8MO5jVXIY7rl6MT/7wZQCFHeaJSKCq1ItPvHdh3gpCsp/ZqQYqBDznwuXrtESwqmQrcrJBY+WVWYsaqgK4dG2bqgK3Yx0AAOsW1mPdwvr8T5wC/PJv+7D94CDa6ksKsrqYKhg1NLQT8xDlZyotIpmW4OZcqsDG7JxHwDCM7Z45is2nQrAumVGFIyfGNUKeQz3jeHlnL+oq/Bpy3M2zkDNaWLu2Kj5qHH3sigU4p3sM//nANgBAecYCrKHKjx/fvhEeN6uJ4+gzwKmEPR0jODEURTwpoKbMh5QgqmSeGR577Rg27+tHRciL26/WNhnV2j7k3l87Yohrz5uNP2WqC2x5jlvZqtisHgzHUrjzvtfhdbO49dJ5WDqr2vS5TmFF4uYD+R8GcETalwc9CMfSqnKcWMcS+ypZlpESJCRSIkJ+Hj2DUfz7r7cCAL7ygeWY0ZgVL54xpwalATcqSry4YGWz5hxkhmUzq9HVH8G+rhH0DEXRWBXIKugNvoc7rl6i+d1OUtiKbE+lTp1m4LTF3WTjhrSGHNfaqtBzheyL77SlzLsFtlblI0eOYGRE8VX98Y9/jDlz5qC0VKvyPXjwIB566KHT5Pg/KNycC/Fk1lbFKhg6a2mjSmze9p75WDkJ+w2yEeiVisMTCQyOJTQqaRpk0e3sD6uHjC9et1Tj3Uiw4/AQdhwahCwDH8qQGueuaMa5K3LL9oFsJnwy/uBFU5jSXnyZTDCxVXExjC2FIu3RbhYUXrCyBY+/3ml6bdmsrLPvhCZFbzhvFhZnFMasi1Eb2eUrPUumKFsaG+//X59eD45zqYEFuXaOZWw1ADUCfcCz4yNHggmi5jsVVYtnLWsyTEp09oXxyMtHwboY3HDeLI2Xqd1xvXX/gGobk+/+aruqnxqkE8+5IKZEdc7xnJb4m6wNEVHFyrJCcuZLUKiqYIPDJV1STixVCMoCSvJsPDo1zbTTNpTOZijkOySH6+e29aCm3If2+hJMp4J6beNcLYHePxJD90AE9QZNno1wzdkzwboY1Nu0AUikBMxpKUNalDTr8mOvHsOTm7tQHvLge59YZ/kaGl9Nk+/zsrWtSAlSjtKLKEz4IvS1sAJdyv/cth5bicfe4SgEUVZL1vU9Cu761Ra4XAzOW9GsxhNN1UHMay3HG3v7Dffi6Q2lmN5QinhSwCd+8BIAoLpMGRNmliuFNkFLCxI+92Ml5rn5wtk4c4lxFeWDzx7CkRPjmN5QimvPmWn5msWGz0A5XlvuL5o9nBEkWcbHvvci0pnqoa6MZVi+Bq3vRmzeN4BfP3UA5SEP7rxhWcGe2QCQpAglu0QujU9csRAsy9hec4ly0I5yfCKawqu7esG6GKyYU+OocR8No35CAPCnF4/gxR0nUFnqLah3Eb3n0MlQukLTDkFCmh+7OZctkYlTxJMC9nSMYCySxJZM4nTj4gaVjE8LEqIJQY0V04KEvcdGwHEuNFcHc6xiCkEskUY4lgbLMqgosaeQZU2EIHb267s+sgrf+s029I/ENGrpbPwy+USJDKhnh5nNpfjgxXM0CtOKkAdN1QHVL5/sNV43q543rRtyKveDdeXOr5FwIvs+JZ7M81zweXLn4alKjr+4owdbDwxiRmMp/vO2Nbb+ZyKSQs9g1NB21U5DznxiCDsVf6IN4QBgv6l8V7+yVyVSosaWpBjgLEjcfFCrLDj7Yj9AsVbpGohkleOZcxWx+Htjbz/uf2wvAOCHn16fY39CY+XcWpwYiipNHl0uWwLIaY0lAJRkCRknk22+rEeWbM+9r4m0Mt+mMt6xC9rijm7S2zMYARjGkbUYmV+si1H3cc4g+aJyaaebctqCrVW5u7sbt912mzoRP/nJTxo+733ve1/xruw0TimQwyddwmEWDNELnROV2gs7evDC9h64eRZfuXE5AEX5Mr2xRCVx9K9rtqiSzSemsz0wQld/GC+93Qs378IHL5pjuuE8+koHDnaPIRxL47K1bZjZnGsD4wRFUZjqlOMAVIuE0qDbdmaZYxmkBHPl0IGuMTWQWDAt1yKj0JIlmiQqC7pRVZb1Q+Yzlhz5yOaUQ+W4/jmpIpRbadX32us9PhhBOCkiRKkvSGBMl7oX29c9kRLw/36xGWlRwjVnz8DqeXWav1ttxLuODiMtSKgp8+WU3U/EUth5ZBgAcNWmXBWvnXFtN0AFtOT4ZAiHYsKdadxEVDH6da5Qko0gqEt65SXHhWzArMeGRQ344wtHEI6lUatTJpdmFIVjkakhx2nleD7/Uz3MvkOrPgGE/JZkGb995hAuXduqJcctmjEtnlGFuko/ptWX2Lq+fA2I9BgaT2B6Yymu2NCuScKpe6sNtbSdA+DaBcZKRyETRE+1cpx+fbpcV5IAs7f+7d8PYs+xUfV3Wp0nSbLq175qrnacJtVDlvnanRYlVJd5kUiJaqUVryF4tJYrhTRB421WDvUMRXGkZ0KtDDmZoNV/A6OKN+5U+o0DSoKe+Bn7PBzWLahDMi1OqmHlO4VkSkRSEMEAhmTAaDiJeFLp4eCfJOHltBpOD6fNxdWKGxvk+Gg4iT+8cAQA0FoXKpgcF1UrDe06lkpLiMTTBcdj9BpJz8ugn1cV9HZIpdvvfQXRhIDL1rbhvQbVqZPFn1/uwN+3dsPDs0gLEiRZxpKZVdlrV4kjZSxE4mm1d0k+0dF4JIlwLA3GZU20bNk/gF89eQAAcN/nzrQ11sz6juSLeUjsF/Rx6IdyliTKT7W3VJ69ifTTsLrO81Y047FM7Fnid+coTC9d24ZLKf99kojy8C7VVsVSOZ7Mkun6cXQss0+xLkbdQ8wQMzgDnAogsaYT2zmScDdU7NqsHrQ6/2jV3ubX5fdwECXZchyZJXf06OpX7qWLYYq+T565uAETM1NoLsCqRlSTis5ITmL7M6onxzN7sd4bX6NINhAf2Ok1Z1ZJfNevtmp+F4pEjluR7WSeF5JsLjboOR9PCio5rlS9MLbPiUDW05++R1lyXBkrkiyr83mq4/9/FNhalTdt2oTnnnsOkiTh3HPPxR/+8AdUVGQPhgzDwO/3o6ysbKqu8zTeYZByDTqbSIIhspC6eaVM7pI1rbjrlpUQRBlVZfYD53Asja7+iCYoPn9lC85fmdsIh5RnvbG3H0E/j+vP1TbVJAqE8qAH517ShLQgmTZ6rC71ob7Sj9KAG4Iog+eMN53OvjD2dY5iVlNp0YLlyStMzZXj+Tra0+DYDBFtsknt6VAqR3weDu31ueRUoQQzfciku2cDyJLj+ZTj1Jgs5ECl2uRMghy3Crg27+2H3+fGhVQDQRIY+yjSc7KEas41uVyqx2bcwNvMaiN++KWj6OwLqx7wNEQb6tV845p14Pt3KpLj+iDfKOgvhGQj0Ca90qiGdZNaq2aLkiyrc0uvHCfqs0g8DUGUcKw3jEdf7UBtuQ/vWd+eQwJJkoy+kRhESUZ5yJP3fhTiOU7D6XeoV0Xk+mGbW0hdatKwzimefes4EikB0+pLMLdNiZMGRmN48s0upAQJi6dXYUYTVaI6txbNNSF4DUqX9Qksem3hHFa5TFVDTj3oQ9vMplLccN4spTrJ4m3JwcXv4bBsdjW8PKvanUiyjLUL6pASJNTpVP3hmEKWW1Vxlfjd+PZtazWP0d+Bke84/b92fIH1fVnMMKelDH4Ph5bak+/zbUTCNBbZ79kIPOeCIIqor/Dj8pPYUK7YuO/R3Xj7yDDmtpbjC9ctzfn7jMZSXLq2DcmU6Ki5mR6yLOPlt0+ovzutxisE6xbWIy1KaLORGJRkWR3r+chMGr995iDGIyksml6JdQvr1X1f/xoqwVFgrxN6/tHrfd9IDMmUaDtxUB7yIJoQsHn/ANYurMtJLE8WS2ZU4u9buzWJENpuy5M5cxFyUXCwlz780lG8vLMXjdUB3HXLKtPnafYTm/fSag+1s18TMi5KxXVpG4TffY/uxtb9g5jbWobPXZs7/wjIngDkNmI1Am2rQkJRK7IuQSnNtY8L2LKvX/0bvQaQvkY851JjplNVOX7DebNw0wVzHK1hbgtSkm7IaXXGshJDuFyMWmllZvk3u6UcP7p9Y95r5UySO3rs7xoDANRX+fM2EnWKTUsL789HRB1Oq5zLM9Uvo5Gkpo8TGY8tNSHcdOFseN0sQj4ePTqRYyG95vJVEleEPBgJJw3X+uMDETCMMoftWvPSdjV6u5JUgdXtUwGfjhwn0Ccc7CjJq8t9Sp8oal0m5yCyZ4iTqOD9Z4XtVbmhoQEA8Oyzz6KhoeEd7/Z6GicXJGCl/cMApTHZHfcq5cQXr26FLCuTr5BDV3NNEGsX1Nnzjaaes2XfQA45ThYAr4fN6xm4ZkEd1izQqmpf390Hj5tFc01QJdXLM2VyI2FjK5dCMFlC1M0pDaIEUVaDTaIct9OMkyDrUWVMVO7uUJTC7fUhvLa7D+FYGitmV6seuaQ00SnB7OFZ9fp7MjYbBOqYy0OOpzLvzcBek9RYIo1kWlLUHQF3NjieBGnEW3gZb9k3ABfrUslxQZTUeaQnLCZDqOrBsdbWNFaZfzKWOnrD2H5oEAvaK9X7QZdem9kk5BvX2o7x1vc3HM8edk4VcpzTBct6wrFQko1Am/TK7+cnqGXJynWYBbJ/frkDf365A4ASyDZQQVc4lkbXQBh7OkawpwN4n4G3dyIl4l9//iYA4MMXz8X6RdZrq0A1hHFKyhbyHZIDw6p5tbj1snmAbjmz8hwvFLSnNqBUQPUMRtFcE0D3QG7T0P/4zVvqz+QwYRb86hNYdjzHzTBVDTn1oIPvpuqgrUZeZA1eOqsqx6+dY134yKXzcv5naCyOwz0TAICOTC8MGmORJF7Y3oO0IOHMpY2ooZLjmmadurXx3j/tBMu6sHZBHZbMqIJdcKwLoiRaknqXrGmz/XrFhhEJM9XKcUBR9ceT1t/LuwH5SNsZTaWapFehYBgGT7zZpf7uVAUOKGN6YDSGr/1iM4I+Hh+8aA6WWXjmOrH4aa8vwf1fPAsA1KoAO9hxaAhD4wmUBt1Yt7A+aw+gI+EmW2pfHvLgpgtmIy1K2HF4CHf/brvm7/GUaEnoEFSWeHF8MIr+kRh++fg+fDlTzVoszGwug8/DacgRupKS11UUGTUaNYP6Haatv8PFMypRVboIoiTbJkNZl/Eeane/JjYOtBhG1MUvRnC5lERpJE88NEFZxOVTbwNU1aubVc8/dmxV9D0IOk5MYDRz9tLzI1+673VE4mlcsqZVjauy5Pg7r2SlQYjg8WgKJ4aicHMutNaFLEk1qzk7v70c3/34WqQESW1Sagar88/Fa1qLojAO+Xl86sqFYFkXWi2S1B29ivVYyynWsFooUDlOrGFSaQnxpKAKtMh8rCz1YhNlB6dR/PNswVawVpXEh3vGFXLc4L7e/bvtiMTTuHRtK67caN5niAa9LuqFjokCOYqpAC2E+dovNuf8nd6fZjeXWTZYXjO/Dmvma/krXqccT0/iHPbPCscpy0ceecTy72aWK6fx7sbtVy+Gy8VolLlXbJiGeFJQ+Ye+4RjqK/0FNxhYMqPK9mGUJjKNJrvacKuAzVSSZfzi8X2QZBlXnzUDF65SlOsk8zqWybwWK0E0GUKUYRgEvDzGoynVm5Aox/M1YaKRbVCW+30NjsXRnynDntZQiv/5m9LUqKbMp5LjZCMtRLlNFvBnt/XgotWtapmu3UPSqnm1aG8oQUqQbN2T7/3+bXT0TmDVvFr8y+Xzi2Kr4vVwuOczG8C6GDz5ZqdmcyO46d+fyXmMJscnS6jqobGmEURHmX9CyPaNxHDvn3bh+59cpyZbaHLc6kBlNa6NmjoR6LPlc1rK8emrFiESS58SDTkBoKrEA0mSMDimKPOLHXBoegnE0xbPVNQvaslc5jrsBrIHurJWFuPRJPpHlHleGnQbkmlaO5z8a+tkPMcLAbk+UZQUSynd8HTaONcKyZSIf/+/rRgYjePG82dhwyJFQDAyoYyJpTOrsXRm9aT6SugTWLRSz0y1+crOXmw9MAAPz+JjVyxQH//Xm1YglZaK4lVrhULmQiG2XPTnT6RyK2MisbT63S9or9CS47RynBqjkixj+6EhAMDMRmdEJ8cySKaL559ZbPCcS1X8EpwU5TjVHP3djMnElJNBIXHJk5u78MhLRwEoVUF2vMQLgZMYuKU2hNKgG5WZ+M7MczyrQs1vM2WEkN+tUWZ63WxBa3BFabbqNV8z1kLAsS4snFaBzfuoRs0UmatX45op4o1w9rImLJ9VDW8eVXJVqU/13rYLK0u8/31iH0Ymklg4vRLnmfRsIgIHUukKZMeCVSXCyrm1aKkJoarUuhp5giLdjXouDY7FcWIoCkmWsXRmtSb+N/qu9YhTynGzmDoST2sa0HvdLCLxtGafOlWV4wT7Okfws79kPKg/td4ybuCpKgf92ZjnWFSU5F/Din3+MQPPsXmbayZTIiJx5f7YbQR7skD2H6fxNJ2YGA0ncffH1mr6MOiRMvAcL9QK1qySuLNPsa4xmm9q8tTB59SLHug4j06CvdOgz/2r59Xijb39hs8L+XiE85z/jKBXjtO8jpNqr39mOF6VH374Yc3voihieHgYHMdh2TLz7MZpvLthVtZCb/Zkgq+YU4P6yuIokg50jWI8mkJpwI3ZLdlmmnweclyfOXOCeFJQG0bRwRXx7BJEGT96eBcuX9du6X9rB8UICPxeDuPRlEpojkWJ57gD5biLHPxyvy9iqQIAa+bX4q+vHQOgLV/MliZObuGlSUFetfKxPoyWBj2OPis5dJCgOClM3lbFxTBq0P/ejdPBMIzpgeyc5Y149i2FKJ7qwJi2prFLmEqSrFEzAVpCQNsV3vhwnG9cW9mq6NWy0Xga1WU+RyrOqQYp6/35X/fitd19U0CO5/YSMAPDMPjidUuRFiVNM0k7gSxdXTIeSaF/NAYAqDMpIec5F+64ZjFYl8tW48r2+hD+vw+vhCBKOZYuUwEuj3eu1rtSu648/voxiKKMWc1lho2b9XDzLoxlVC8kqRBLCKqFUUWJFxsXK4S53cOEnQQWgZlyaGAshp1HhnOqLIq1Jxth/aJ6vLKzF4D5mmAFu+S42fcjSrKGjLhiwzS4eRcCXg7xpIgD3WPwe3k0VgfAsS7NgYveX+hGoE69KXmLBPOpAIZh4PNwajm1181qEgZTBfK9vH1kCEEfh6DfjbMmUVb+TsGoydVU4aYLZuPXTyle0IWQ417d/5wKpdSfvHKh5vesz7R2vcgKNWTVWmkyKJTQqaK81CdTVWiFJTOrdOR4ds0m8SixnKLPMvlsVRqqApqqsGLCKsF8sHscfSMxSwKb7EvhWFolUs2qCGgsmVEFzMh/fbRy3Ojc+taBQTz0/GG4GAY//9JZ6hnWw7PqPmQ1x7PKcftq2pbaEERJRn1FNmaKZeKEU81zXBAlhGNplbgE8p/r3BrFrlR0GxI7iCbSGJlIgnUxqK3wWdqOGNlVmMUWv3/uMH7/3GEAzvqBWeGlt0/g0PExVIS8ji1aSVN2p2t6XYUfm5Y0oCzogd/Lw8Uw8Fv0/qDPfPT9L8QK1qyS2KoaS18NawccpRTXz2Fy3tfvje8EyoIefOD8WfB5OMxuKYcgSqoQhkY4nkaYSrQB9sbgBStbcP4Zzeoc0FpynXb9sAPHq/Jzz+Ue0iKRCL7yla+cJsf/CaEn0XjOhee29eDVXb3gORe+fONy1FUU7tX31OZu7Dg8pPg8OiDHycax4/AQ7v7tNrh5Fh97zwLTrOG+zlGMR5KorwygpTaIH9++EZF4WkNS0ZnX7YeGsH5h/aTJ8WIgQCkxEilBPeCXOlCOq5lGAzUoIcdrK/yorwzA42aRTImaskinyj+zQORj339R/Zl4phdbiaffkFNFIvZpWB3IlsysUsnxfI0WJwtO91ntHBTpJraXrm3FhkUNmm7ttGK4UG9Vra2K9oClV8sW0qTkZGGqfJzdPIv3bmiHz8NhZp5SfRfDmJK5+QJZWg00Hk2hb0Qhx2tN1mwXw2BBe25DXjN43RyaT2JZKlFF9I3EMBpOIuDlNEkvsi8wyCXQn3yzS23AZoccZxgGtRV+HD0xgf7M9zacUY0DSpkqkP8eHD4+jt8+cxApQcLt718MwPywvWh6pdoM1+xw5MuoHMkh/mSAHPpZl1ZNerB7DE+80QlJBm69bJ6pLRJZg+NJAY++0oFkSsTZyxpRVebDWCSJl98+AZ5jcWam7NeOErSm3I97P7sRb+7tx0//sgd/efUYfvCp9SgNuFFV6sXFq1vBcy4NgUIn+/OpLvVQyVOL/erx14+BY12Y01L+jsQO/gw5ftayRlx/7sxJeWPbBVkbB0bjeOTlDpSHPO9KctyqCbwsy/jJI7tREnRjzby6Sdur0PtJIUo3/f/kK8H/+5ZujEdTaK8vwfLZ1qrKRErAeDQF1sWgPORx7H1LYKYcpz+7kKf5ol0UQujQjUYTNpolO4FZ/Pul+15Xf16QafgsiEqzTq2tyjtHcJg15ASUCsGqUq9lRQrZA4i9oMfNZsnxIsRRRLTj83AmZ8Ns025JkjXK8TNm16ChMqAKoYyQ9RxX9gc7MbXe0kiSZVW1e6opx/d0jKiNXwncechufQ8PmhyXJBkM46zKxAj/8/g+TERTWDqryrDp+NuHh/Dzv+4DANzzmQ0I+szHktGZolDbkEJwsHsMr+3uQ0tt0Dk5btLIOB+qyny46cI5pn9PCxJ+/MguJJICzjujRa0GZ6Cd84VawRpVEptVY8mybLo/WIFns+NOv0+fSrYqPg+neOczyh5aXxUADMhxPYzG4NuHhzAaTqKy1IuF05Szmf47c2LJdRoKirIqB4NBfPrTn8aHP/xhfPCDHyzGS57GKQZJlpFOSxAlSZNtjFMH8GvOnoGzlzViT8dopimZs8ZE/SMxbN4/gLQg4cKVzfB7+WzzCd1GQG/WVgEQkG2sYRXD//efd6uecK11Ifg8XE7QUqYLmE4Vi4dA5jpjCUH1GweceY7zJqqoroEwdmfIcRKsh3x8LjmeckaO2wlE9h5TqgaK7VWq92Mshq0KeR1BlMCyLiXQNjmQTUSynvVTrhxntZ8VyH9QpMtdpzeU5jSytaMczwf6/17c0aPxYSags+UhHz8lJZaTBQnA8h0eCsFl6yb/efMFsl43CzfvQiotYWQigaGMTUxtxdQrSqcCZFz1DsfwuR+/ig9dNAcbMuptQLGa+vkXzzLcl1RFjoPgsbZcIcf7Rg3I8Qy5ku8epAQRxzIqrXhKsDxsB3y8So6bzT1C6gqinFNaOlW4YFVLpuJK+/hENIW3M9drluSUZRnJlPK3ZFrCo68onviLpleiqsyHofEEHsn45M9sLnWsBKUb3hHVUFWZD1dtMvLUz8YzhSrHzfYrSZbxpxcVq4trz5n5jpDjl69vw8BoHHWV/oJJTafQj79T4XBaCKwqA8LxNN46qBxup9WXTJocT1FjtiDluG7s5iulfvHtEzgxFMWZSxrykuP7jo3i3od3AQDuvm0NqgqsPiCxvZ7koVWoqQLI8UPHx/D4651gXQw+eNEchPzuggidSkr9HCmgtN0KduLf8pBHjb3TguTYosxOM7enNnfh1V29KAt6cMc1S2xdu1VDzpstyDeCmU1luOG8WQj4OPVMVggRZoYZjaU4/wxjSxf9e4iSpLFbWDqrOq/lRsqgIafT5EsyJap2pKcaOa4X7LAuJu85ntfNWVpa8dfXj+HPL3cg5OfxX5/eUPB17ciQgPrzCIHGcs7ieiVZxhNvdEGGjJpyn8avudAqE6eoKvWiuSZYkHAwW3FT+FxJpkVEYmkE/by6v3Asg11HhiEDWDYrnhX+8K6cxIZTK1izSuKt+wdQW+7P8aLXNAp2EL/yugoGGsU65xcLdIKGgTLvzj+jGXUVftz/2N4c8Y7ZGHx+ew92HhnGvLZylRzXI+2g6ug0FBRtVQ6HwwiHw/mfeBrvSvz6yf146e3c7ue00mpBewV4jtUEcU4mYt9ITPVJXLewDn4vj9suX4C0IIIxadoDGBNTRkGWVeBVGnQjEk9jnCrJ04NWE9x0wWzTrtknG36q+3tJwI1PvW8hxiMptDrwSmNVcly7ID+z5bgaPM4n5LjfjaHxhKZRYirtPCubLxA5dFxppJTP4/NXT+7H7qPDmN5Yitves8DyufQ1knGaLODajXD7j15BPCniig3tuHxdO7bsH1CbjdZV+BGJp7F1/4CmCdpUl1QaETZb9g8g6OM15fX0QTEazxJEAYOyO6nI5PjqBXWoLPWaHhQBFFRaNpXoG4lhPJLEwe4xAKd2kxOrQJZhGJQG3BgcS+BIz7hqJ2Vmq3Kqo7LUi9KAW13H9UlVhmFgJmASC1Dk1GWSCAOjcUiyrPqNA9pKI6t7QK87xJfZ6LC9ZGYV9neOKZ/LxZgqsXzUoT2eEsBzboyGk/jK/W+AZ1245ZK5WFxkiyIXw2BbxqubJp3pazTzPSb2CUDW697rZlXyIE0RhWSvd0JGEIUeg/zVQYnJ2KrkUY7TCUqnr10srF1Qjz+/fFS1AToZ0MeAniJWaJ1MkPgxbWDVN0Y1abdSnVrBTE380e+8oP5sd9/TEwD51rSQj0dpwG1rXAr0/u8gvj96YgJD43H4vRwWtFea+kzTqtNCqgZHw0k1gXjTBdlrtUPomN2Dzr5wjm3TZJEv/n19T5/6WCotataVfOeqzfv68X9PHYAky/ivT28wPfuMhpM4PhjVVAvmg6Yhp42+I3oYWb7YsVXpGYzgsdeOIZoQcPOFs0290hdMq8QCE5II0MYEybSkjkO7pNm/fegMJNMi6F60TpMvdMX1qWaror8eOxW19Bk8pZuzaUqBPBlMayhBOJrSJK1oLJxeiS9ctxSiJOXcS7N5ff9je3H/Y4qvOpl3hVSZOMUVG6YVvIYU2pCTxqHjY/j+798GANx1y0o0VgfBMAy8HqV5diIlquu8nl8ppjf8ijk1WGHwuJPG82b39ss/e0P9+fJ1bbjm7JmIJwW0N5QUdK3Fhr5C+j8+ulrdn0qDbnz7AW0jabMxaCTQEkQJsaQAUZRRGnBr9o5TwWLt3QDHq/KPfvSjnMei0Sj+9re/YdWqVQb/cRr/CFAbbujKC+mGDiQDrgniCsz6kQmvZLFzh2k+W5VF0ytRHvJgy/4BjIaT4Njc7CeN0oAbPYNRTERTSKZESLIMr5vV/I/Xzand5Tv7T51EUMCnfD/RhACfh8PSmdbKByNwugYOBG8fVggP1sVgTksZgKwvotZWhTTkdLbwWgUi5L6m8jRmGgsnMTyRRE25PXWPvkFYqsBr10NR4omaBMN3PrYWz27rwV9fO4bSgBuyLGsOIifDcxzIPWTe9ZGV+PyPX4MoyTkqG1o5TsYWDbsNOa3A6tRH+ZRUNN5pYhxQAjLaK/SdzMb3j8Tw/Yd2gOdYfOiiOZhONRK0E8iWBjwYHEvgQPe4+piZrQoAfPPXWxGOpXH2skacv7LF8tpe2dmLB589BI5z4e7b1ky5avQD58/G5evacfu9rwCwHwhqyjgdKGrJ95QWJIxOJFXleMjPq5813z3waMhxZa0jh+2zlzXi0VeOAQCe3tytkgpWn4u2A0kkBZT43UgLIpIpEUkUzx7Ajj/6yrk16s+ibEyO08rupuoAfnz7Rs3f6cM2UZXaISNkWUb3QAT7OpWmsx7dfm4EOp5x2oQvn3I8MUk1cDEwPJ7Ai2+fAM+6VFuZqQav21dPBc/PQkBiJCPCdrQI5Hgxy/pzlON51rQv3WDfEpPu1aBPPlrhyc1d2Lp/ANMbS7CgvTKrgNQLX+h+AAVUDYZ8POa3lUMQZfXcYpfQOZnWCoB1/OvWnYcEB8rxVFpSe5WkBcn0+WIBe56VJV6hEGyoYRMpUY25xiMpx41ECfT9Jt67oR3JtIQ2m5U8DMMY7g1WyZenN3dh8/4BlPjd+PRVizRnAK/n1FoP9T7UdvzDjc7uBIunVyHkdxcspCH4zPsXWwqlyoIe02ppJ/N6y/4BuBhAkoFZzWXoHY7asg05WSjEi5vg1V29OHR8HIeOj6mP0VZ3XjenkuME74Twx4nA8mSv2YUiX7z8l1ePqde679goQn4e1aU+HO2dAMMAW/b1o9Hgc3z+2iWK9RY1Nd46MIif/mUPAKWZLp3EPE2O28OkG3ICAM/zWLt2LW6//faiXNRpnHpYObcGzTXBHCUpaT4GKAtrWpCwq2NYfczJAm61wepBB45G77FuoeJJ5vNwePSVjrwLPPG3Ho+k8Ny24/jDC0fgcbP4ye0bNQfqipAHPUkBR09M5P9AJwnkntCkplOcf0YL1sxP4dDxMcPmb6Ik4+PffwkA0FyjEDQTGW8/WZYLLlmyIjnMiF09ls2uRm2F37TcTg9yWE9nSHdVOT5Ja4zrzp0JSZJVj2WyIZPGhePRFNYurMeOTPk1g6kPjI2+Q3JdJQFFUZpIibj2nJnq3+lx9NX734SLYXDHNYsxr02pHBCLQY4b+FYaHRT1OFUCHXqs1Fb4CyZErPDsW8exr3MUFSUeXH/uLNPnJVIiBjN2KGaNKK1AehOQoJthYDmXBsbiCMfStrqoJ1KCchBMnrygTEPeGIzPsUgSgijB7+HUgyD9vTlR5NRSCvu+0RhGJhSSjParzQdamUUnAm97z3wcyFiCAUD/aFxtamp1jRrlOGn65eXx3o3TkBakSfUAoWHnUDKtoUQlNGSTsUk3wfTwuSFp2iTZnk8JyjAMvvG/W1VVulfzvQj444tHkBYknLm4QU0oTUY5riqLTfarJGXZUoiPdKEwO5T9y3dfUH++7vzZuGiluRXBZKCPz9zvkGp+srCyVRmlrNKc2NnpUayyfj15NxmVoR6atdLB/k9i9rTaYJJU6uiV4/bPAUaY21aBuZlYpRCcLGsFIF/8m50nybSotVUxOM+YzfNP/OAl9Wf9ZxBNbCutwJk0UxdECc9v74GHZzG7ucwywa7HrZfNQzwpqucwI9A2lpM56+jHG21ft+PQELbs7wfA4NbL5tl+zXzJl5FwEkdPTKCiRFkb4idRIOMUOcpxG+Sods5qE/AzmkonbTNVDDiZ1xzrQkqQMKelDB9/74K8tiEnE2YVN3aw59gI3tjTj5Cfx8evWKD0VdOQ48qaE08Jauz8TpDjTpXOJ3PNLhROSfy7PrIK+ztHcd+jeyDL2gQ8DYZhchJY9H4viJL2+3wH+1W8m1CUhpyHDh3Cgw8+iEsvvRSbN28uyoWdxqmFmU1lmNlUlvN4XOfR+a0H3sKRnixx7GQiGgXFaUHxLXcx2jJyPo/nuP518pPjStAyHk2qpI+Xz1WakVCweyBy0vxc84E0DU2kFM/rQkgo4jO5aWkjqst8lgt4WpDQPRBVleMpQVK/l0IOvmYkh11yfMOiBsu/66H6cOc05JzcoZ32rqMxh2oke6BrVFWNeD0cXJNsUpMPZk3E3jowoG62YxHtpkvbqgDIaQZFlOMMg4KvX0OOZ4K9LfsH4PdyiGUUT16ezWmEVezyxkJx2bo2nLuiCT4PZzsp4xTH+iaw7eAgmiyaWwGKuv+c5U1ICxLKHDThJVjQXoESvxvPb1fmXVWp13JdUxsP2lD1tTeU4PJ1bRAl+aQ0/wO012V0gPjcj1+FLCs9Mi7IKN+dqPJo0N7s/SMxVTle6YQc15Ag2ca5z2/v0azDsUQaC6dXIuDlLb9L+rBNDuFBH4/L1rbZvia7yHco2X00myiXbCjHPe7c755OGNhV4xPwnIvylM1+L5Isq/vMnJayopDjeZXjqXdGOZ7vUHbFhnZcf8EcjI5Gp+T99WvJqeL56RS0bY4sy5rYkNiqeN3spMmuYpT165Mvk/Gn1UPbc8T+67p188PMHsCKaDtZOBnWCgRm8S9dyZgWJAgC7Rubu/4XoqBUibaClePZtS6ZFvG7Zw4BAG65ZK4pOU6a14bjaWxa0oDV8+vQVpff6iBAeWHrY1Qav3pyP3xuDktnVRmeWTmX8fUDQO9wFK/v6QfHGpPjkixjdCIJr4eFz83ZjmnIXpJIksbT2XF9qtmquHkXWBejznM75yI3n3t2PxVhZ16fvbxJfU51mW9StiFmGBiL48RgFKIk5+3xoIcdCyIz1Jb7UVfhR2N1ACvm1OT8XR2nKVFdr6eS49h5ZBhbDyjiiQ9fPFd9PF8i0Agnc80uFHZJfPLz4ulVcHNKosZJ3NReX4KPXjYPHOtCwMtDCEm4aHULRFFGWaD4Qq5/RBS8KqdSKTz55JN48MEHsX37djAMg3PPPbeY13Ya7wIkqEaMLheDmY1lGnLcSdBlVE75jV9tRc9gFBsW1eND1OJJb8ZWAYpKjuc5HJRkFAsT0TQmMn61wYx9iB3l1TuZoaTV/L/82z70j8Qws6lMowZ2gnwL+JNvdgEAIrE0JEo1Djg/+FqRHHoSu1ggY4fYqSSF4tiq6CHLMsYiKZSXeJTGcmNxHOwewzVnz8SKOTXq+08lSBJJ/x3uyNjlANA0cQUUEk6PNHUwI0HzZMokNbYq1GH7lovn4N6HdwMAls2uwtYDg7jlEuWQYrcr+snAVBHiNBqrgpjVVJpXgVVV6sMN55kry/PhzCWNABQf9X2do3nfj9x3OyXV0xtKMb3h5KmGeoej2H10RP3dSDHJsa6cMnVNAyAHRJLXzaEs6MZYJIW+kRiGxxVynCjE7IBed+i1lCRfyR7WPxpHyMfjPItmY4DWVoVOXk8VrA4ljKZCxAY5zrM4MRRFPCWg1O9GVZlPY6vi9KBGk+M02c2zLtRW+MGzjEatrm3I6Sw85ijy1Aipd9Bz3GpPv/LM3MakxYT+nr1rbVUyn0OGMpbptYUkmotRQVRI80g9nHqO943EEEsI8HlY1FeaN3AECrdVyVozKv9fVeqFz8Mi6HPrnvfOE23FuAd2YBn/6nyc7SRwzeb5ZWuNzydmTVGtwLoYXHfuTHAuRtN3iV7frAhVhmGwt3ME8aSoWjXaAd0oMmKiHE8LIl7ccQIAUF3mNSTH6dhT0O1JZSEPWutC4DlXTgIMAGIJAV/479cAKAkAUqGcD2QvSaREyLJ8SivHGYaBz8OpPYns7Ln6sToV2H10GKPhJCpLvIb9vp596zj+vqUbfi+H//fBMwxfw868HhzL9uOYqjh/24FBPPT8YbAuBvd/8SxH/1tX4Uc8KTiqzCB4z/p2S6JfHadJAUyGHrRTOVAoeoYieGVnL1gXoyHHnfRXILC6t8PjCfzvk/vh4Vlcvq4NLQ76sRUbTkh8j5vFohlV2Lp/AFsODODac2fmCNJGw0mwLAOfm1XnYUWJF6spsV6N24/3b5oBwFmD039mOF6VOzs78eCDD+KRRx7B2NgYGIbBlVdeidtuuw3NzVNTlnkapy4SqgpWmZRz28rx5Oaugl7LKCgWzZr2UL8bCdJ2Hx3GrqMj+PvW7pzXNgKxFpBkGX0jMQCKdyFw6ntaTWsswY3nz4Lfy+HZrcfR0RtGyO9cQUrDagEnnuOSLCOWEDTkxmStSWjYVY47f90sYUxbwhTbDzmZFvG5H7+qeexA1xiCPl7j8zaVMPsO6fkzpmtCS7wqafUIfTAjj01GCWxkq3LFhmnYeSRL2vs8HO7+2FpHXdH/kXDhqhZcuMra07uYIOtebZ5mnGQtLsTCZarxzFvHNWPEKDn70cvmw8VA0xRMKJDwAZTDylgkhRNDUbUKw5Fy3MBzHADOP6MZ561oQv9oHF/JNBfadXQE5yy3vj+0rUoiOfXKS6tDCWujIac+uXr3b7dhIpbGxatbcdWm6ZpGloWQ4wQ0KevmWXzro6tznk+S/ayLKfi9zD3HKVuVd4AgfqeUVfqS33etrYrOq5gmKImtSrHstew0j7SCPvmSz1P6/546gH2do1gyowqfvmqR5XPpRKKTBLlbZ2dnRmBNlhzv7Aujsz8MN+/C6nnG1Xx2MNl7MFnQpFTKhq0KgdE8N1vLsucr+/eRYRictyL3rE9X+ORbOxdOq3Rs8cW6XGrPp6iJpVsiJaKlJoiJWAqlJvZGdCLg+EAEj792DG43i0vXtGHN/DrTClDl9QtLnpLzsSTLSAsSls6swt23rUEsKajnqVMJAW+WHHdsq6IT/fz55aPoGYqivb4EF69uLfia/vTiERzpmcDKuTWG5Hg4lsLAWFxTYWCEuz6yCuFYGlv29WNWc1lOXDI0lm2qXmXS/HOyIGNQlGRIDqsqP3DB7Cm5JkCrHCdx/lT2UyoLeNBUHQTPMZpklFasYv+7MVuzI/E09nQoopnzVjQV6/ILgtPE68o5Ndi6fwDjkRQOdY9hNlWJDgD/9svNiMTTuGRNK943xUKHfybYWt1FUcTTTz+N3//+93jzzTfBsizWr1+PSy65BF/+8pfxoQ996DQx/g+OPcdG8OSbXUinRdx+9RK1bPOi1a1Yu7Aez2ztNvSqph/LRyLThyiSOTQrIaI3LaNA7MiJCZUYN3sODdrrrmdQKS8OUgTzqexpVVvuVwmt0YkkKku9aLXZXIbg6S3d2NMxgspSL266YLZmAU8LEn7/3CF1AaeDuXAshapSL75y43IkBRHNeSwgnGD5rGrUlPsRNGgKSeOh5w5DkmUsnFaJ+e35vSZVRXpasYO5/txZSKVFw4DLCR74+0GcGIpiTksZLlvXjgjVsHTF3Fps3dePofEERiYSjjyJJwO3CTl+04VzUBJw4y+vHsN4jq2Kct1lQTeGMx7KRrYqTqpC9OA5F+a0lIFlXaqlEaC1HrhkTZsa6ACT64o+VdjTMQKGAWrKfQU3iDoVkEyJqvox34GVrMV2bFVONvQkkFFgbVTGWqitCqB4zu/vGsOBrjE1UeuEHOfYbBlzUnewZBhGKYOtCqBnKIpdR4dxznLr4N5noBzv7Avjma3d4DkX3rtx2qSTp3qYHUroQ5+Jq0qOctzjZoFYWn2ckC4c63Js46Qhx22QsvFUrsrcLrLK8fze6idbOQ6YH8qcxgpOoT9cv1ttVWhCUr/2EVuV8kn4jRPYtQyygv47zkd+knlqJ+FJV47la3BLQ22E7qCfUCEq1B2Hh/DoKx3webiCyfFi3IPJIujnsXp+Ldwci9KAG539YQDK9261DpJ5fv25M/H75w5jLJLCE292YuG0CnAci0aDpLCThpxmoElRT57z1m3vWaD5/Ss/ewOSJOPC1S3YlKlkM0LAmyHHE8YVUSG/G1//8ErL96b39/7RGF7d3QcAOHd5EwDr+Rv08fjEexcgkRLRXm9/3dT0u0gp3upVJ6H6sFDQKn075LjPzWJOSxncPJsj/DnYPYb9XWOTbt5Kzhtma5SdilYyrw91j6tn+av+RUsozm4pwyfeuwCDYwmUTUEvIUC7l6RFCR7Xyd0Tf/m3fegdimJ+e4VmraPJ8Ss2tGPxjEqEfMWNFWmsWVCHNQty1+hCbFWsq3BcWDCtAqmUWPTYtxA4SbwunF4JD8+CYxmMGPiOk7P9VCr8/xlhixw/88wzEQ6HsXr1atx1110477zzUFqqlErfeeedU3qBp3FqIBxNqZm3ZFpUyXGigr35wjkozZBtRrBDIhsqxyVjZcPctgoEfTwi8TRKArmZ96CPR2WJV/WAdUKOk0N5SLfJvxs8rS4qMDPfMxjBrqPDaKzOBs70Ar5gWoW6gNObSziWRn1lYEoarthtrPT89h4k0yICXs4WOU4UTJIsQ5blvGSTXRzrm8CRngk1OKQbFq5bVI+t+/oBKOpxo4BgKsBZqO9J47BESkQylZ3T5OBREvCo5DgdrPi9HGrLfZNqKufhWXzx+mU5jyffIV9ep3h+23E8/NJR9bt674Z2TWOnk4ljfRPYvG8APOvCxatbHd+XcCyFnzyyW/2d9tH+/9m77/hG6jN/4J8Zdcm92+tde72998ayCwsEQt/QElIIAUJCzaWQXMLlLnfJ71K5yyUhyaWR4+BSKIEQCH3pZQtsY3vf9Xrdq7pm5veHNKPvqFkjjaSR/LxfL17Yslcey5qZ7/f5Pt/nScRkSj+Q8tbuLuw/MYTqclteFhEvXj0FrQ0uPPDMPgDpL+AIGZZVAaKZ9uzrUasx48hq4eH1C6osataCjlp09rmx83A//vPPO9Ba78K1G6Yn/F6ziVfKscjbt3uHvEoQQO/3aapJCRvESV5WRb0dXz7v5WtBNoN/9r6fznkhZwZqLakCAGvmNaK9uTxpQ0ZVzfECZU8XIht25uQqSJKEF7edAmDs63oqsZnjLHlhMVfBFK1iMxHHu6bJASVRHD8YrTRx1LhzLNoIPfXPcNotWDW3ERYzn9FigxzwTVSXu5hUldlw6+XzlM/fizRyT+f+JJ/nFrMJP3t8F7x+AY+8chgzWqtUGYryNVmPhq1+NnNc4zneO+SFIErj7nRyOSzoG/Zl1ZAzdi45paEMvqCQ1jXfbjVj2az4Ws3jcVjVpbtSNR41ArYOejo7asud1oTjeSC6wGXNsmzleOX8ku0yT6Sxmu0V41Xtlqwqs2X0N9aCvZeEBG31pLMhiCIOnRrGGzu7AAD11eqxvlySzxsIYdaU6rgs5XzJpKyK7K3dXdh7fBAVTqsyRm6pc+FL1y3W8xAzpnXh1WYx4eufXIqWOhe6Bzzo7HMrC5ySJCnJI2xyafeAB797Zi9CgoQbLgonOL695wwsJh7XnZ943kDU0poBjI6Oora2Fi0tLaiqqoLDYdwVT5Ibqq3fSZrkZJtdnajmuFzfMNGAUA5iJ7p4nr+sFecva8VPH9uJ9w/2jXuBTbQFL3YFPF91CAuhtb4M86bWKDXWUl3A2UWDUU/mg1Q9sGVR0h1gsO+FQFCEw6bPiqucfSNPztjXZlZbDSpdVgy7A/j13/bg4RcOYO2CZlx/QWZ14dM1takcPn8oYZZKJdO8ccjtR6M1PECUJx5sc0d2sHLB8sm4IMG2Wj3EZpEalShBlb0UWzpAD6OeAPYcG4TbF8Ty2Q2qLHrWqR630gdAbjCpRUiQsP/kkPJ503hlVWLe56kcPDWM13d2obnWmZfgeFWZDQ3Mez3dSb86c1x7WZVYWneGWM0meP2CKsBwonsUdqsJlS4b5nfUKOXKdh3px6gnkOypAIQzuYIhUQnIBrOo250NNkiXrCFnR6R5kD8ooMxhVgLH0czxSLArg8k1e62PDX4cODkErz+Euko7JkV2PMmvl7wNXov5HbWY31Gb9OuFvrYVKht22ax6LJ1Zh5feOwVJMvZ1PZVkmeOBoKDcC/Qqq6K38QLZJi2Z4xmU4gCiJfcEMVxaYv/JQZh5Hs21TtX4u8xhweeumJfsacYl/230bEJqBKvnNWFqS0XSHTgy9jxfMqMO0ydV4lDnMPYeH8TAiF91zgsZvla/fXoPRj1BLJ/VgLMXhutus5njWhYy5QQVQZDQ1ph652lZJKM5VUPO8bBZ8tMnVeLSNe3K58PuAA6dGkZIELFwWq1u9cDtMaXOQoKoeedFPjmYPlbZjhfkWvTZltxUFvCSnAAhDYt2bFC4e9ADIPl9OxfY1zRZj5JkdhzqQ0iQ0FjjQKvGndqSBPzgD+8rn5fZ1TEONnO8kLLZyXng5DDe3HUGTTXOpAkkxUaukb5lXw84jlNiToIoKfcDVVNcQcTBU8MAwvP5niGvkghx3Xml8ZrkWlpX/jfffBPPPPMMHnvsMfzhD3+Ay+XC+eefj0suucSwF3eiL2uCrG4AcU1LssmuTpk5nuCGZ+Y5wMyrGpDFkoPs493gnXazqsYyEG3IySp0HcJEREnC/Y/vgtsbxIalrVg1V3s2+4dWTI5r9DY05kcgKKDMYVVts1NnjqcO0uRaIBQujQKkX8vUEnMT0WupzxyTUTvmjb42lWU2zGqrxuY94exxjz+UtAavnjYsbcWGpfGZ8YdPD6uC98NjASV74rOXz8WIOwirhcfOw/0QRElVAy6X/Er9dz6rmua5xl5P7v3Uspw07ukd8uG///oBAGByQ1nS4Dib1Z/JRCa25uV4gd3Y93kq8sA/l3UL434mc1yJ7hu/fHI3uge8WDqrHpef1R7+N9lkjsdk2ptNvOY6onLAMBCI/i3/4887MOIO4OJVU7BxXQdsFpNyfoxXCsNuM2PEE4QnkjmupR6sntjE/WTXu9pKO2oroztplMzxyO8aDOqTOR5byuS///oBBkf9uGjlZHz0vPAipS+LsirjkX8fE89pfo8Vu5AgKpO4QmXNZ6u51omPrO+AxcTDyQQVhpiyZHqUVcmF8d5vvJI5nsY1PcOyauy5OOYN4j/+tAMAcNMlc5QAq6yzdwzgOFUJkHTJZY3yec/Jh/oqh6ZxxhOvH1HNxSQp3FeELXVZG2kcrXUXwO6jAxgeC6j+PmwJnPGyjY+fGcWhzmEIgogLV07Bx85PL0nEFUnMSZY5fqpnDAOjPlS6bEnvkezid2xDzhPdo7j/L7sAAP/vs6t0DI6rM8cfeGYvNu/twYzWyqQZ14WkyhzPMqgt9xjIZHGbpexYTJKUoSzapfFetllMqC63YXDUj54B77jfrzdzil1I43no+f3oH/HjwhWT0z5v2J9b4bJieCw8N42NcUQbx+a+kTsAjHgCOHp6BMGQiPkdNcrPz2ZO01jjwKQ6V0YNS41u6/7w7iF5gTOQpB+PWbUzQYLdYkJjtQMhQZxwY89MpXXlLysrw3XXXYfrrrsOhw8fxqOPPoqnnnoKf/3rX8FxHH7/+9/js5/9LNraMm+2QIxN3TQsekL+2/9sRc+gB2sXNOPjF8zMKrua5zklQB1Uao4n3io16gnAajHBgnBt6mSU4Mw4F1ie41DhsirbY4H4sipGqEOYCM9x2HN8EP6AgAOnhjE85sdZC5qzbvr47Lsn8PyWk6gut+G+O9Yqj9usJlgtPAJBEaOeAN4/2IuHXzgAm8WEr31iadIgnlYfHB3AK9s7EQyJuOvqBQknY5lk47GDvc6eMfx+6ynYrCZcefZUTQ2CYik1ZyM3drnmOMeFB/Wzp1QpwfEVs+uxYNr4JWBy5Yf/975qMsNO8Osqo/WzzSYegigkbTKXjbc/OINgSER7U7myMi4Hp4yeXcheTxqqHTmpY+diau0nq7EJqDNP0s16jp04s275wSYAyXf8jLe9lSW/b/LZIV0YJ+uks8+Nzl432pqiWTfZNOSsr3KA48LBh2s3TMM5i1o018aWsz7kzHFRkpTrR7nTCouZx5y2amw/1KeUMUtF3sYtN8wOZrFNNRt8Gg05Y8nnvnwtkAP7mUzSUwXHEzUrLndaUFdpR025/j0h/DkMvBsdWzrHlmWQpFAaq53KYhrrALPrxihlVWKNd01TrunjpSWDzTbWmjke/bvLi3bJnic2Q06LQtxzcuXv7xyHLyBgbrv2EgfJdvLKrljbjj3HBtE/4tecOT6ztQpj3qAqA5ctCTbeQubOI/34y2tHYLXwuFDDbjeXXQ6OJx4PvbGrK+GchfgBUDUAAKTzSURBVMWOCWIDralKJwHh0jZPv30MdqsZd1+zMO1xKrsTyRsQ4PULhmxoLmOTodINar/zwRn4AgLamsoxtblCeVyeZ9iyzhwfr+a4tl0QjdUODI760T3kUT3HP/7yHdRU2HDpmjYsnFaX1TEno0oE1Di3CmW4c0dW7rBEg+OOxJnjgaCIXz65G2PeIJbOrMd5CRKs9HDizCj+69GdAMKLUc214fddW2M5br50DkKCqDnR5OJVbbh4lToWeaJ7FEe7RmCzmLBqbmPRJPUmm6cl6u/Hjo/ZeaAgiFg9rwmrI42GjZx0ZiSal0WnTZuGr33ta/jKV76CV155BX/5y1/wxBNP4PHHH8dZZ52F3/zmN7k4TlJg7MWczULz+kLw+gVIzPU9m+xqi5mHEIgG4+Qbnpnnkl4ovvLzt5SP5YDOqCeArn4P9p0Yijv+ZKrK1MHxRJnjRrWgoxZb9/UAAP748iEsn90AZBkcl7uVJwqy/9vNq+Cym+G0mfHmrjMYiNSmjm2cmo3+ER+2RVZKgyERJmv83zCQQY3qSfUuXLthGiwmHkFBxPZDfQCAi1ZmVyokGhwPD15GmdfPxHOY3Rad3EgScjbwGk9IEOMaXcmDpVhmEwd/UB2A7ep3Y2jUD7vNrBoEa/U/z+5DICjiqvUdSnDcXyzB8SwyP9LlYrIT3d7k5YuUYICJT3vQl87EOVkZFOV9nkZ92mCeM8df3HoS//fiQeXzRBOIaPmj6CRLtY1TY0ak2cTjw6umQBAk1Fc6VFml6ZIXn+UAg8cXUrYPy5ODBR012H6oD2PeIPqGvSkbwDbVOiGIkhKsk98jJp7L6+BYFRxPI/AGRCdoSuZ4mgvciaQqqyI/H/u3/1RkUT8T2/b34K3dZ8BxHO68akHc15WFvwkWHD/aNYK/R8o+AYDNok82plHI4wfAWGVVPnPJbJzp96CxxjnuYp2WzHGlTrXWmuPM5N1i5vGdW1YhJIgJdyq98v5pSJAwe0qV5qCwUoqxBIIAT755FIGgCLOZz6j+73ilLnce3gJAeymx2zbOj3ssqCFzXJ5TBIIiAkEhrbrWQDRhINl4SN7Jmiqgxo4JjnePQRTDweCZk6vGDVoOjPhwtCvcGFXLmCa25vj6xS2YMbkyaX+KQmMzx9cvbEnr3zz8wgG4fSFcsbZdHRyXy59muVgl/91is/1lWjLHgWgjdTZzfGDEj/4RH/pHfKokQL3FZvZq8a83rURIENM+Z2Kxf4dkwXEA2HVkAF5/CJPqtJVuyfRY2OtHTYUdaxc0J/onGfng2AAe2XQYJp5TgsTFYLx52gXLWpVeLtYkmeO5SGybCDIepZpMJpx//vk4//zzMTAwgCeffBKPP/64nsdGDCRZB/kPr56CkbEA2iOdu7PNrraYefgCAoIhEZIkqTLHN0aaTaYT0Nl3Ygi/eCLaZC6dG3OlywZgVPk8l12a9Xb7xvl4YctJ/OGlcGCoQmPDl5M9YzjaNQJJknBOpFv8xavbsGxWfcLsS7aub0udCxeumKxpkJuO6nIbZrRWwmLmk9ZZzCRzvLHaqawsHz8zitlTquAPihkFtVjK4E3OHI9ZXGipcylNZPceH8zqZ6XrRPco9h0fRFAQldqKsfXkWutdSQM25gQBpBe2nsIr73eiqcaJf791dcbHFs4EEVWZIPLf0+jZlar6bjkKjrMTlFSZ45kGDzPtEaElc1y+fucriy/2OpFot4k55jwF1BOuTI712nOn44nXj6Czz43lmv919P4qT8jYclW/fXovfvv0XtX3f/UXbysfJ/p7xdbszSbAnI10ao4/v+Uk3tvfg7oqB265bG5cQ06loVcGx84uFsVe4+T7ml7nb8+QF+8f7Es6Ofdr7I1RKrr63crCPQDYEixyF7NDkdqePMfptmtOD+sWtuCJ14+oEj6SMXEZ1BzXuIjI3jMFQUQLU5IjWeLL9/8vWh833d5FpZQ5XuawwG8SYOI5/HnTIew41IfW+rKEwelkUpW6jC50ZP9a+TWU7mKDcj1DXry24zTMJh5r5zcp/R8SiWaOByFKUtyiz4g7fN9MNf+pdFnx5Y8uhtnE4c1dZ/CX146gqsyK/7jz7HFrQctjZ61l/1Q1xwMCVs9twuLphUmOSQebOT6pPr3SRvL5Fpt4o1tDTi71Al6qEqyJNER2PfQN+5RyEyaewwXLW9E35ENzBiWd0pVNco3WuX2qnx0bHGcXcaa1VMDEc2hN8++fCXOS4LjeinnXXqp52oo5jUpwnN3hod4dY9wdKkamSwpHTU0NPvOZz+Azn/mMHk9HDEhdViU6CDo3EkjVi5LNFVIHzeQbXroBHTYTwmYxpbVNOvamk21ZknwbcocnQeVOi+a6UruP9OORVw7DbOKU4PikOldaNR87WirQ0ZJ5BnEyCzpqsSBFgzMgdru29htfW1O5bjX/kpVV8QcFXP7lJ1Xf6/aFVFuj0p34aXXw1DD++PIhAOHtZjzPwctsab7r6gVYMiNalmhw1I+v//fbcDksuPHi2cpAil19FpXti9llZv3wtjXgY+rvFksAiR1gfv1X7+DLH12MeVP1LZPD8xycNjM8/hA8TI3N2Hqs2QQ+M+kRIf+9ktV+ZMnnQr4yx2Pfk4ky4kzK8UfvL3OmVOPnX1qPkCDBkUEzRkmS8ObuMzDxHC5d06b5+tveVAGO49DaEA4MsP0A1i9qxms7uhL+u7QDRlkEmLNhMfOor7KD5/mk74EzAx4cODWMkcjvHN+QU65Zqv3vwgbE57WrMy8TlVXJRl2lA7Mi2YexvViA4ln405vDZkZVmRWSBHz5Y4vRWK1/f4Z8GB7z48+bDuP4mRGc7vfEfV2UpHFLUuVbbI3SZLRljmdfViX2nMtmJ1MsZUG2BGqr/uj2aGmQXz65G139nrgdMOORS11KUjhhw2LmlVKXoQxL5CQSTFL/NhFVcHzQixe3hgM8M1ur0gqOS1K4sSUbxAWg3ENSLVJZzCZlrLZ5b3jRTh5vjpdxGe1Joe1vYDHz4DkOoiTB5y9ss8N0zJxchQUdNZoazf+/W1bDYlaP5yVJYsYeWZZVMaVOylB6IaT5XpZ7LImShL5hH5pqnKipsOPjF8zM6jjToVqEyUNmb7LFxx/9cbvy8RVr2zG3vQat9S7YrWZ8+sOzUVupf3k5lsWk/+sgiCL2nRjC0KgfHS0VaK51Mb2sinPslWyeFgyxpawSl1UJCSK6+t0YHPXDbjVj5pSqXB9uSSit/Y0kZ1INbPVkYbK52OA4e7KnE9BhL7r/fONyNNeOH+S9ZPUUmEycUgammMqqAMDQaDhrIpwBr41JCexKCSf2ifiDArz+UEG3BrKZ49lmJmTLHBN0k8uqTG2uwEWra/CH5/cn/He5nEhbzDw4hFeVg4IIG29SBccdMYN8ty+IQEhEYNSvClyzW/+uPLsDFyyfrLmJU6xEmfrFUnogNlCXqxJ2Lkc4OO72Rv9msfVYswlAZ9IjwqShIad8r9C6bTtT7Hty49lTEwYiE2WO8zynecKbbMJx6w9fUT5O99yO7SDPZo5fdlY7qspsmjP8WYXKHK+vcuD7nz8r5fdMaSjD0pn1qCwLBzRiM8fv2LggfJ3P4C0kP1dLnQsN1ep+EpYEmeO7j/bDYuLRUO3UXCJjxewGrJjdkPTrn7l4Dq4/f0ZeGjEbyZIZ9aoF2GIVCIl4+4MzAICVsxuwmcmGZxUyMJ5OjdJEx6fsBkrjvblqbiMm1ZdpXkQ0J9l9Kst0J1OskJDfe06+zGuvgdNmzihg9e1bVuHZd0/A5w+hvblC2U0wrSVc2qNZY6+dnYf7MTzmR12lHXPaw4FmZREzEghOhQ2Os/1uxvubqfuwBBMExyOZ42nu4IhNxkhW5kHmjTQq1LrAyXEc7FYTPP5Q3podZqO1vgz9cqnMNMeVsX8LILbUTpaZ40rN8WQNOUXV942HXaTtGfRk1W9KK/Z9rqXshSRJEEQJJp7TVDdby+Ljv928Ku3nzVay823z3m688n4nrBYT/uHaRZqeU5KA//jjdkgArj9/RiQ4Hql7X6TB8WTztDlMqdbkDTlFvLr9NJ7fchK1FTb8593r8nfgRYyC4yQt7ApyLmtx3XvDcph4DhYzr8pQZ2946QR0MukG3VDtVAK9VgtfVBfSw53DysStqlz7tisL28BBlMYdpD76ymE8885xVJZZ8Z93nq355+lFVVYlzQHrsDuAP7x4AMGQiMvOas+qbjYrNugmB7jKHBZ8/KLZ8HoDeOL1o6p/k+uJ9NkLm7FuYbNqIKUKjtvUt4AyhwVXre+A2xdEY5UjGhxnzqHqclvOaqsWY81xIHdBx/ACgg9uJnM8NhtQCUBneAxae0TI1+JktR9Z8sA/X0FZ9rp/wfLWhJlP0Zrp2QUp9cx2jMVmjpc7rZoz/PuGvDjd70YwJGHZrHrmPWK88+rcJZNw7pLoDjQ2c1ySJNispowXy+T3ndcfX6M2Uc3xnzy6CyFBxNXndChlqPRiMfOwmI1TdoNoY7Oa0NZYDrOZwzlLJqGp1pl1IFdvmV6TeA3B8VlTtDeHBNSZbUc6h3Hfn7bDzHP4h2sXYdqkSgCZ7WSKFQ2OF3/mOGvdohasW5Re/WeW/Pe+bsP0uK/ddOmcjI7lb28dw6HOYSyf3RANjgfT352ULDg+XjPFCqcVdZV2uOyWuPeqqom1K73EJiU4bk0vOC5nfWey+8dhk4PjAn78yA7YrSasW9ii+47DTGW6sJYKuwimW+b4OGVV0l0Ua6h2gAMgAege8ALTsjo8TTItJyKIkpJ8ccNFs1TjpvHotfiop2TlZXqHvNh3YiijeYPZxKPMacGoJ6jspvdHFqSMPq9MJdE8TbX4xLxWbJJQSJBUfalIeig4TtLCrvrKGQJDY3783wsHYLeZceGKyWhNsR0uXeygKVVH+/ECOmbVtqX0gyBnIttly4uspIrcuBIAqrLIHAfCkwue4/CP//02XHYLLjurDctmqTPi5CyBMU8Qb39wBse6RlFbaceFK7Jraska8wax+2g/giERC6fVoTJBrTV2ASXdwZcgiMp2yimN5ejqd8NmMcX9jlrFlVWJZI6XR96nK+c2xgXHtU78tEqUweNltnX6gwJ2H+3HmCeI1fOaUFVmw2VntStft5jD/z4XTT38kca7Jp5TgvQ1FTY0RrY3GlnsoC1Xwd+yyHn2zp5uvLOnW/W12I7lmWSOZ9Ijoq2xDG5frbItNZV8BypUg8Ikk6hozfToezoYCve5MJl4WM3ZNzbNdsIhL6zJi7RaM/zf3duNx149AouZx3/POjfvjVGzYY9MYAQx3HNEvgZlIhocj9/KHps5HhJE5f2qdRcBSS0QDF/rbRZT0U7QKpxW/MtnVjCfW7IO5OZCJtckecEzl7saGqod+Ponl8Ji5uH2heAPCPADqh0hia5zW/Z2o/nsqeNmI8tCRXStG8/AiA9j3iBsFhMa85jZOp5E91B5XphO6QJ1cDy6S2q8v9m0SZX4wW2JdyJ5fCElQJoqc1ySJNz763chiCJ6h3wAEpdVSVTmwadkjmu/P0xtqURdZQAVLiue33ISAFSZn4WW7WK/PyjAHxTAcxzTcDX9OvTjGW93i9bMcYvZhOoKGwZG/OgeDM/7//LaEYiShDlt1ZjbnrtFC1U5EQ3BcfY9mcnO3XQXH0OCiJe3nYLFzGNOe03OsuqTNcBtqHZi8fS6jHcnV7psGPUEMRy5tiiZ4wbfkZwMe96NeYM41jWKxdPrMDDqUx5ndzNzHAeziUNIkBASxWiT6hK4J+YLzQBIWsymaM00OUNgxB1QshjPykEHYLa2GHtSpxPQYW8+7x/sRYXLgrrK8Wtdclw42D7fIKv56WK3tGWWOa5eTAgJIfQN+9A37Itr4AgA86fWwGEzo8JpwXsHevH2B92Y0lCma3C8f9iHX/11DwDgHz+xNGFw3M8cW7qrwjarCR0tFbCaeRw8NYQn3xiE1cJnHRyPNuSUwlksSnA8PFDcvKdbcwmLXPAy2zr3HBtQBkvLZjXEDWCXzWpAe3MFpjbpX1P+3/5nC7r6PThncQs+/eHZAIDPXj5vnH9lDLHZUVpqM2rhikwyqsqsqkkkq9xhwWiklmg+XLhyCi5cOSWt7802q10rdpEvWW1KtoSU7O0PuvH7v+8DAPziS+doGkTrke14smcMJ7rDzaDXLmhWMsfZptBaMvzlxaZgKBzwlSce+S49FRJEHDo1DEGS0FrnQmUaJbjY194fFJRmWWaTtq3EAJQdLr6AgP5hn6okgVJzPPLa8DyH735uNXx+AVUZ7IwZHPVj7/EBhAQJK2Y3xO3K8fhCsJgz+z2KmT8o4A8vHlDq5v/8S+tLYvFBDuSumtsIl92Ml7Z1FuR+nojWa5KWsiqZsllMmNFaBQA4cHJIeTy2GaR8nQvPNQQ8+uph1Fc5sHZBc1o/R2vtYSP77dN7sff4IBZNq8UXNJYXyKVEWbxaGidbzDxsVhP8ASEmczzzv5ncjBNI3bSQ4zj0DnlVx55uWRVfFo39bo80UR0c9ePRVw4DiN+5WWjZLPb/7LGd+ODYIBZOq1VKYagyx7PM2h2vEbzWhpxAuO54ODjuBQC8ur0TI54gBEHKaXBcnbynJTieOCaSrvGSLERRwu6j/egd8im9qj57+dz8BMeZ98p4JerGU1VmxanecJ8QoHh6WaXjWw9sxsCIH+sXNaveo7HXXZOJR0gQEAqJCIZKpw9HvhjrykwMzWrh4QsIShMANmiq100+JIiR4LukykrQuoLIbq16+u3jqHBa8aFxArcDIz6888EZiBJw4XL9grz5wA48nDbtWe+mmAYO7N82UWPSKY3lmNJYDgBKRqtV51XZdLaesYMvmzW9C7/LbsE/3bAcAPD4a4ex59hg1lv+gOgkLySI8PhCkCLjGPb101rCIlvBkIhhtx/BkIi6SjssZnXNcXbQM+z2xy0gXbK6Le45f/nkbuw60o9Zk6tx9zULMz628Qa7RpavzHG5Lrvc6PHpt4+rvn7F2nYlC8liwGBA3htyMveJ/35yN/7xk8vividRzXFVRo7G1zGTuu2xtu3vwV/fPAanzYy1C5qjtVMj28O1ZvivnNOIee01sNvMMPGcksGV72xKjz+EH/zhfQDArZfPxeoEi+iv7TgNf0DAlMYyzJpSrZrA+AMC/v2hbRgc9ePDK6fE1WZPJNn28Ht+8Zby8RVr25X7izxx4Dkurd0QyZzqHcNv/rYXADCjtTJuTPQvv9uM/hEfPrR8Mq6/YEbGP6fY9A56VQ1li7UpViJf/fhSfPM37wIAPvmhmUqfkULTek3S0pDzr28cxbEzo2hrKh93l1Eyya63quucFB67D48F8PTbxzGlsRw8z43bJL6UMsflgEcgJOKFrScx4g6gvak8o0SOUz1j2Lq/ByPuAD7+oZkwm3i8sbMLHBduTK9l52+iptwfWdeBC1dMVsa94ymzW8LB8dFoUDub4A3bp2O8muPnLpkEDsCL28KNQOVrUrIyD7JsguMydvztNFhwHMh8sV9OEGGzxdU7e7PMHJffc0lqjmeyKNZY7cDe44PoGfTAFwgpDV3rq/LXiFJLWZVsxqmyVHNQCRJ+/MjOpMeqt2SZ49mS+9cMRRbMouU6i/+e0NFcgYGRXhw+PYLpk6qUx2PPLzPPwQ852VFOUjLeHNGojHdlJoZlNYeD43JAkr3J2zU250nm/sd3Ycfhfsxpq8ZtG+fj0jVtEARJ1TwjHbGZismCV8km0j99fJfycaHrSCaT7Nj/vOkQ/rwpvOqb7rHHbiccYyZ5iYLjrECOml2Ml8UBRFeEzSYu7e10qn8fkI89+5um/J4LiZLq9ZPLqlx1zjTVFrp0Slhk62jXCL738HsAwo1p25sqlPPWbOKxcFot/u3mlagqs8FlN+PtD85gz9EB1FTY8ZH1id83voAAr19QttFmarwGO0YWmymeqwGkK7IjZNQTxNKZ9XHBcfb8P3BqWCm1YpRrlhKoyFvN8ejg78Cp4cTfoyxiRWfxc9qqcfOlcxCKlPnRKttFL6UJZeR6pmSOp9lYLFaZw6K6bue79ruMLYUgJoma/P2d4+ge9GLDkknh4DgTePAFBWWCne7ug3S3h//vc+EGyXpNyswxu69iRevbFv8ETQv2Pbd4el3a5TGMaPvBPgRCAibVl2Hjug4cPzOqfK25zoXzDFQmQcs1SUvN8UOnh7H7yICmjMdY6WRA8pEF4d8+vRdnBjz465tH0VpfNu6io1JfNc/XulyQg7bBkIg3dnbhZM8Y1i5oyig4frrfrVwTLzurHTUVdjz43H6EBBHXnDtNU3A80U6D2HvOeMqcFvSP+DQ15ATC/ZVGPAHUVTowuSF6zCOqPh2pj+MTH5oJANh1dADdAx7lnsPzHEw8p5T0ipVNWRVZqp4/RpDpYn/sTiwgtiGnTpnjSa5RMyZVwmkzo72pPO3nlJt09w37wnXHI+qqtMUbtLJZTPjyxxbDYuI1ZWWz19xMFpLGS7Iw8TwsZl7XRqqpmDJcJBiP3DsuWlZF3VugmHW0VGLr/l6c7nUrSTRA/Jw02lspWi4wdpcWSc54V2ZiWOGTL6gEQ9nsYr22ybI32DKHBVefk1mXDDZYdfU5HVgxJ/FgMpdN1XJNz2OPndhrCY7nasuSNY1V5WwbOGqpkzgeJSM1JMJlN+PjF8zAmDc4bqZTLiVaYJDr7zpsJjjtFiU7GQAOdQ7jzd1n0FDtSBocF5Xti9lmgsQPdrcf7IPVwqO51pWzpp96yFfmuCvytwmERGw/1IdypwXnLp6E0/1uVZ8BVq6vWUe7RnCsawQ8z+GcxakbAgWF/G7nY9+Tyd4/ZuV9F72mNNe60Fyb2XmaSd32WOcta8U5iycpE5FoWRV9el/ke5FC5rSZ8a3PrADPc6hJ8veIvX9Mri/DZy+fC5vFhJpyGz7+oZnw+UOYomHSm872cKUhZ5aLfLLxFnM/8aGZ8PhDmNKYfW+WYsK+LmsX6F9+L59++dfdCARFXLW+A5PqXJjcUIb77liLoTF/zraeZ0LrNWn5rHq01DnT2kE3uaEMoZCoCkymQ5IkfPUXb8EfFNHeHD2XzSkWI1fPa8STbxxF37APOw71oavPPe61tZQCAUrmeKS8FJD5QnylywqHzYQKp1W55iq1aDUuCMuBymyaWsvzCnaukc444edP7MbgqB8XrpiMj50f3YGTblkVViAYn1FqNvMQmB3SrGwyx4+fGUVn3xj2nRhSHjNicBzIbLFffq8Gg9F7H8dxaKh2IBAUsg5Mnre0FYun1yV9/1+boOHseBqrHXDazGisceDYmRHl8brK3GaO8zyHeRmUbVGXms3NIvO3b16J3iEf7vvTdgC5zRzn2drYzJhp99F+dA94UemyYnkG5VXkEqxj3iBCglhSZVWmR5pXSwhfh6/bMB2BkBD3foju7oku9JXCgnG+GPPKTAyppc4Fl92MqsiWFbZ2sUOnFblzl0zCwml1ys/IFLsiWRvpbp6MEbs4p0uvYzfHlFVxMwNWV4IATUgQ8fO/7MaoJ4DDp8ODCr1XmNXBhsQBDAkSTDynObj9/oFeeAMhHIxkl+oRHK9wWjGp3gUzz6PMYcEFkdI8hbwhJQyOR87bRANzjy/8Nfl82bqvB0fPjKDSZVPqyWdS2y+R2LIqIUHETx4Lb+n71IUzsWFpa1bPn0uxA5Fst4yyku0IeSry2FNvHcMVa9tRV2nHc5tPqr4nH9es7Qf78NRbx+Cym8cPjss1x/NU8oV9T34hSckfEzNoNAqbxQQwl9lRb3iin2nmuCwkiOC48PXNYTNntR08EzzPKeW3kpGbJcn3j8oyG9Yw5VfWZNjPZLzt4cpCfOQ9+sHRAfzksZ2wWUz4xqeWaQ52WmJ2X8VaNbfwzRoLIZ0dYMXCYuIRCEYzsXieQ3W5zdALuelgy+SN59pztQehgHCgbNgdDlaMMlm+piTBl9j7YEiQcLrfo2pEneh+9+WPLUEgIKj68BQruclaIMRk/2UYrJo5uQr3f/Ec1WM//9I5EERR83MmKqsiSZKmXgqJFn7TOQ6X3YLBUT/cPnUJIzk47rSZ0/59EiXXWEw8/BASJuRkExx/Y1cXXoqUcZEZMTie6WJ/oszxjpYKfO9za3Q5rtpKe8K+U9lYNKMOP/viegDAC5HyhBxyHxzPVLaZ4+loqHZizBuN7VhyHFC2mMO1sdmxwVu7z+CdD7rR1lSeUXC8iultMzwWyDqJzkimNJYpu1sCIRGXn9We8PvkOVeQaTRfCqXG8sV4V2ZiWF+8Tt0QxhfJQDXxnG4ZaXo1wWDr74ZC4wdB9GiqVih6HHuysioch4STDBPP4YNjA6obmu5lVdLYcnXV+mm4av00zaU5fv/sPtUEzabD+3ftgua0m0blizVh5ngkOM7s9pAb98mLInI5jx2H+/DmrjOqZqty5jivV3A88nzsThSjb3+LnQTquQCS7o6Qzt6xuOB4Pq5Zyg6JcbLGJEmC3WpCMKR98SpTbB3GZNtvo8dvzECdJEkYkzPHXZlljvcOefHN37yLQEjEF65ZqDTIMqJAjra8jrc9XL7nybsbfIEQgiERwZCY0SQinR4ZExE7NgwU+euivGeK/PcolItWhscQY96gUpIm2cJppjsjG3JcEiGfojXHBWXclelYI1HgOnzN1X7dTdQv5rsPv4djXSNYMbsRn7187rjPkSjpJp06yrdtnAcTz8UtHMs1x8vTCKA+t/kEhscC8ETGwuy9J3bRVCZJUlZlVRwJSo8aseZ4pqI1x4vn2siW+OodDpdVqSq3xZWoMIpsG3Kmi01G0zPxJxGLiYc3ZjEq274RlUxy5ZDbX1KZ41aLCVMay3C0axRHOhOXjgTCC95lTgvqKu042TMGoDSaVOdL6VyZSd7JQTa71aQpYyBd3YMePLf5JEw8h4tXTUFNRfqrubHB3vHo0VStUPQ49mRlVVx2S8IaoRzHodxpwcBItF6g3jceLcEGrSU+Ym/4ejcTNQp2kCe/hj6mrAoA/L//3YrDnSM4e2Ez3HLmeGTiUuawoNJlVU1kBEmn4DhTEw0ITxS+//k18AcEVBVBJt61507DI68chtnE6V5HN50dIYW6Zl28ug0Xr24bd+cAx3H4yRfW5fRYYrHXsWSZ4fL3+JlJ3Kb3TmHLvh5Uldlw6xXzcnuQCYiSBH+knwfHRQP75Y7MMqVsVlPC3iBGExJE5XfNxcQl1fbw2CCIqkxcBj1U2AV5PZtLFTs2OP7wCwewflFLAY8mO7HZkV5/CDaLKet74UQhl0l8Y2cXXt1+GkDqIE8x7+rUg7ybhg045qtEWSqJSuIFg2LCOt3JJMocTycYlqz8mVxzvGKceuNAuAl0V79H+Tw2cxyIT6oKhESl2WiiQPd4PryyDReumIJX3u/E468dAc9xOa3nnG/ytdEXKMx4481dXQgEBUxuLFdKT2jRN+QDANTnKWv83x/ahsERP85Z3ILLkmT/xtKjIWc62LFQrkvxJVqMUsqAZPg7VsZmjpdQzXEgXHf8aNcoDp8eSbpj57aN85WPt+7rAUCZ41pQcJxkLFV5Bj0MjPjxyvvhyez6RS2oqUj/37KB1Qef24+WOhdmTq5K+W+ybapWSNkeO3sTEtgM4hQ1b8udVlVwXO/sULYemd6ZWuaYzACbzpkCm97vxJ6jA2ioceD6C2bq+txaJNrSLmfLyOetXGd0eCygbFWVdwt89LwZ+Oh50bqOQDToqHdZFZ7nUF9EWV/BHNdxTmdHSCGuWUaYnCfDvid3HO7D9Nb4SVJ9lQM15TbV9aprwIN9J4YKtp12//FB/PCP2wEA3/z0ctx11QKMeoOYMVn7JA9Q7wrxBvSpqZ0JSZJw149fhyhJuPbcaXGlkuRJCxANUARDIv7jT9vhCwpYv6gFW/f1wGLmcdlZ7ZomveNtD18+uwFtjeXMpJ7toZJBcJy5h4Ri7ld9w1787um9sFpMuGp9R9olLEoBu3Bd7BnXSpOryD3r50/sxt5jg1g5p6Egi2p62ba/By9sOQlBkvCNTy5LmeyybX8PfAEBTTVOTMsgCAWod+2MN44o5l2d2ZKvKcGQGK73APUinFbdgx4MjvjhsJkxubEMHl8IZhMHq1nbAo+S2MAE6y5cORlDo/60e3ckmltkU35NLquSTr3x2GQaNjh+6xXzIEmSqjQDkH2PLXlMLS9aO2y5SSorFDnhiL2n9w/70DPkhdXMo6OlIqvf99XtnXjk5UMQRAn/9YV1cQkpf3n9CAZGwrXotYwTBkZ8ONXrxvZDfQBy34xTNjjiQ/+IX1Vzfzyqsio56qnw08d24v2DfcrnuQ6OR3fwMY1clQbymc3Lq5hrQN+QV1nUKoXMcQCY1lKBl7aFd2D92++3Yu7U6pTlzoKh/PZ+KgUUHCdpO9E9ioERP+xWE2a3VWdVfy2Zt3efwRu7umA28bj8rHY01TghiKLmFfbYG+d4q6x6NFUrFD2Onb1oBpmyKmWO5JeI2I7wthxkQSSqR8bqHfJCkiQ47ZZxG4ey4jLHdTj2YXcAx8+MICRI2H9iENsO9KK13oXrL8j6qTNmifm7AsBV6zswOOpXJhHyFrThMT9TViX5a6mUVclyYC9PisUsmjoVUrYDuPGMlxlezNesXGEDLU+/fTxhQ+f1i1rw/BZ1ORplwadAg0c2UC9JwJKZ9Vk9n8XMKwuLPn8IJ7pHwfMcKl3WrOuYa8FxHLz+ECQkDoz6A/HBcZOJw/6TQwCA05Pc2Ht8EEC4H4meGqocqhIMcsabxcxn1GzYnCJz3O0NKY3YLlndlsHREiNQguOR9/LQqB+iJBX9pHPYHcCBSP8VUZJgSnFvf/y1I+jq92D9opaMg+OChvIAW/b1wGkzK4v6Tps56Q4pSZJw+3+8Bp7ncM2507BB52tGvsnl/gJBQQleZ1PC7ZdPfoDjZ0axam4jrtswHV++/00A4SzDFRpq+8aWxAO094ZYM68RS2bU4d093XjklcPh503zPJKkcMIMe9+85bI5GBz1pxW4jg3Cs0GzjpYkWViShDlt1fD6Q1n1xPL6c5tUVihKg2vm3N62vwd/fPkQOAC/+dqGrJ4/JEjK7gBRlMDH/A2jYzht85Kn3z6OTe9Hk0rylaCzdkEzvH5h3KS9ZD2I/vX3W5SP9dxJExsMz3WJmZsvmwtBEFHNVAaQ76+ZLpbJPXa8/hC6h7zK4yUTHGfuu8e7RyGIEq49N/n3K/0qqCFn2krr6kxy6pl3jmPz3h50tFTgn25YDp9cVkXHm3zfiA97jw/CZjFhemsl/v3W1bo8L20nSU3dkDNaVqUsRZA0dst/Lm48FrMJXn/i5jgA8Ou/7cGhU8NYNqsed3xkQdrPGxsc1+PYD3cO42eP7wIQDsBNb61EY4Ezoc1mJmATGXDEDsaqXOEMmaExvzIBdaVoZqU05MxyW5/SGDHyfFobOhWa3FxJzljKBSPuZgmGBHj8AgRBRFW5LekiSUgQcbrPDbOJR02FLaNsK63YBTJ2wSvZBINt7gbkr3FoLHaSz2ZeZcNuNWPMG4Q3EML3/+99eP0hbDx7Kq7I8wIKH2kelGgNjP1d5deA5zisnNMAE8+hpiKavZfr2pfZLvanajzJbjUvlQlaKsnONyB6zhVjaQyLOdrkCgAGR8M754qhDFgqDVUOLJtVDxPPKVl2ycj360yulc9vPoEzkV06QLinTToZy/fesAz3/vpdAMDla9vgCyQeD4qSpFxTinXRnSU3w5PAvu6ZXwflhobDY35VM02zxl2ActZqsr4e6XDaLXDaLcqYz8SnV57upW2n8MeXDgKQ8Kt7Nij/vqHaiYbq9Joox76G6ex6rSyz4Z7rl6T1/IlIkoSQIKJnMBysK4V64+mOqywWPuuxfXtTOS5JUc7vvjvXZnTON1Sr52j52j2Y7r0v094LmYod/+R63JUoy19pIJnFz64qs8LrDyEYFPG9z62GPygWfeNsWV2lHRVOi7JYNLmhLO57DnUOY2DEh3KHJRocp/JvaSv+qzPJG2tMww15u7ZDx6CHRceGRxuWTFJWhHO9NajYqWqOh0SlW3WqbOz4zPEcBMfHeT8EMuxCHft+0KMkDDtZvHjVFDTWpDdQzyUTzyudrZO9hnLm+AjToFTOHB92B9A/7IMoSkqJClHSp6yKWck+Ch/XjkP9uP8vu2CzmPCtz6zI2/bGTPlyXK7CqJnh7+zpxgPP7AMA3P/F9UkzoAZGfPjWA+HslruvWYjF0+tyfmyVZTasmN2ALft6VAPG8SYYrfUunOp1FywDlA3kB3QKjjtspnBw3C8oDZYKcR+MBsfjJ65sLV1259HnrwzXSzzaNaI8Zs1xBpPciyHT4HiqPidsfftSqXuZSr4n9PliYTLH/QFBWUwu9kn3/I5azO+oTet7o2XVtF9Lth3oxcFT0SZi6Vxv5feJHAwYHA3gY+fPSPr9V5/TgZAgJc8ALiKJAlPZJPrIuwVHPEFVYFvrjik5MSKdfk7jUcaTaS62mE2ccuyBoJjR9VQeq5c5LLj1irloS7PMVWfvGMBxmFSXXukY1j6mdBpQGpnj413nP7xyMtbMb9blfTJtUmXKvxPPcXHZ5OlYNbcR+04MYsehfgD5yxzXIp+9F2KTWAoxZpQXn7MZj1eV2dDV78GIJ5D2olmx4DgOHS2V2H6oD5Vl1oQNkP/21jHsPNyPue3VlDmegeK/OpO8ueqcDly2th32SCDRp2wP02+yJ1+IRUmCIIoZDcBl86bWUHA8TRUuK/7t5pUwm3hUlVnxh5cOAhiv5nhMcDwHk/5kneNln7poFkY9QVV36vSeN2Z1XIfg+MzJVfjurathMnFx9QoLyWzmIQQEVQdyVqLXTs4cf2t3Fx7ZdBgmnsOvvxreFilPTLJuyBlTc9wfFCCIEjz+kJIxRYwn3WbHQWZ7bT537igZdjH3jlQTjDMDnkhwvDCZFezi3nObT+DJN46itsKOO65KfzdMLHnR2ucP4Z7rlyAYEgsy8ZOzARNlGapqjie4f7ALBXrfw/ceH8RDz+9HMCTiHz+xVMnuznSHg4nnwHHhsjix96tEtdVLXSk2U5Qnl0FBxOBYtN9KtYHu97kmL2ZnsnMsNtir5XrbUufCyIkhnO53J/0eE8/j0jXtmo/LqBKNS/XIHB9xB7Jq7hc7dpMkCT//y26YzTzWLmjC/KnpLbSIkoT1i1pw3tJJaf9ebMk/ty+Y0bxDXgyY2lwRd6wPPLMXu48OYFpLBW6P2Y26ZV8POI7LqOl57A7rUgiOA8V/na8qs+FE95jyuRGD40D+ei+wyQEcl30SVCaiDTmzuNZF5rVDzH26lEybVIHth/qUhqOx40plIV+QdHk9J5rSuDqTvEjWoETPmuPsBLhn0IuBET/MJg7TWys1B8rZCWqu62YVO7OJR2t9NNMyWnM8dUNOVi4y+8YLjmda8zK+rEr2Nw271Qx7jfEuqRYTDz/CpWkCQQHfeXAbHDYTLl3TjoXTahNO7OVFETNT+kSUJPAcB1GeHGdbc9ykDpqpA0jGvImns420WCYFmWIHy6m2VddV2PHV65cgJIhoa8pfA0J50p9owp9sgvH4q+Gap7lqcjQe9tp5onsMHn8Io57syvXIk2+PP4QZrVVZPVc25JdUSvBe8SWoOc5ir/t69IVghQQRXf0eAOEmadmOZziOg8XEIxAS4xaN2LIqeo6XjK7UmimamZ1sckkVoPgzx7VQyqplEDSJHYdrGdM317qw78QQuvo8mn9usUq0IMiWytNKLtE25g0qjSEB7dvtY0viCaKEbQd6AQAzWyuBNGLHgaCA2/7jVUgScMNFs1L2lEg27vrKz9+KHhPPobbCjts/Mn/chsfy75tocd/tC2Fw1K/aSQkAZwY8eG3HaXAch0vXtGkONMVe90slOA4Y4zo/MOKDycTDYTWNm+yUquyXXIc/1+P413acxuk+NxprnGn1RtgSaUweDIlw2c3geS5p74VssMkBFnP25XDG8+Bz+7H7SD+mNlfgto3hHYNyzfFskmquXDsVl65uK/qSZ6xk79vb7ntV+Vh+337qw7PwiQtnwmo24diZEQSCYlwJIZJc6VydSd55s8y0SoQdDG4/2Kc0aglv388iOE4rZmnzB6MNMFMFxyucsTXHc9OQE4hvcKbX88r0DOwLoohXt59GmcOC6ZMq0VDg8irsAoM3IOBUbzhLQm4MVJkoOB7JHGfPG0EQwZtNOmaOR1a2I8/HBsr0yOTPhVItF6BFupnjtkjj5nwKhgTsPBzeHnuqZyzu63KTU7cvPPG1mk3Yuq8nqzq6emADv821TtRVObKuSSpPvnNd/mc8cuZ44rIqiYPjW/f1oHvQg5PM31DvzPHaCjvOXdwCs5mH3WrKOnMcCB9jICQiGBKTTmTu+M/XlI9L/XoxXlPhYhNtOidiiAmOF/sEvHvAgx2H+iBIEjYsmZTyHAgJmQfH2evc2QubNe2iaK4Nj6P6R3zwB4QJUZ4oV2VVAKgWd7QGetcvbMbi6XXK/ZItj5VuIpLVYoLZFA72yck4yYw37lo1twHv7ulBz5A3rfuEkvSRYPyyZEZduFlztSPpNfzWH76ifJzuNTz2nMqmqafRyNf5cqcFp/s8MOUgcHuiexQvbT0FQRRxzbnTVXNTSZKUhZLrL5iBDy2fnPK5jDCOf+9AL3Ye7se89uq0GwfffMkcnOwdg9nEY8PSSTnpQWTXsRJAOsY8AfQN+1T3UKWsShYLgXJZ0+0H+3D/X3bBbjXhX240frnOVLS8b9n4zNz2mpwfW6mh4DjRTBQl8DyHMocFoZCYMoCqFTvw8zLZVplsB/ndM3ujz0tlVdImCCJWzmnAmDeYcqUxtqyKNRdlVXSsQa963tjMcR2PfcwTxEPPHwAA3HrF3IIHx61McJzngLMXNMMbCCnbBytd8YN0p12dOR7+9xIs5uwyx1jRrbnhv62cOW6zmNJqzFQoxb6NNFvpZo4XAns8sZlfsm/fsgpubxD1VQ54/CFseq8zWpOvQIuoZlO0N8CyWQ348KopWT+nPMmRF8EKhefVO0RYycqqvLrjND44OqD6Xr13JrXUuXDDh2crn+uxE07JLBZEXHvudAATeyENMGZT4UxFtypHy6qYeC5uLFRsTvWO4Y8vHwIArJrTmDI4Hi2rov1aKY+7WuvLcNMlczT922amzvOZAU/C3UiDo348sukQzCYeF66crNoNWYz0LqvCBscHRnzKx1rLqlSW2VRJFYEQm9iQ/vFdf/4M+AICWutdGPMGU84lk427Llk9BWsXNKOpxoURTyCtkoby73vg1DDu/fU7+KcbliuLyWsXNMd9vx7XcPa+cuPFs7F+UUta/65YfPuWVXjl/U488fpRpfnor5/6ADsP92Pm5CrcdfXCrJ6/f9inlEm9ZE276r3Cji3S3QVR6HF8dKyQ3hhaPqaViGbk56IHEfs+FdI8tmwsmFaLqnIbGpigtZ7jcblcp9sXKok4UKHftxMFBcdJ2l5+7xT+8OJBCKKE335tA771mZW6/wz24iU3yAIyq2/IKlRGYDG568evIRAScfX6DqUhWirshPCOjyzA1Gb9GyDd8OFZCCZZgAkJIr75m3dhs5hw+dp2LJvVkPbzsu+zb356OWoqsu9QfrrPjW89sEWVTVvuKHx2CJs5Xu604qZL1ZNSh80Mm8WkClTJmePsyr28mi93hM/2nFwwrRZlDotSwsUvN1ctgowwI2wjLRSzajeBsYLj4w2mY7Mq5Can33v4vbT+fS5ZLTy8fkG/hpyRANepXje+8vM3YTGb8OmLZuU9mz9V5niyWtz2BEGhXE9s9AiOx5YBm+gTGaM2Fc5UtKyKpGTeVpVZDb2Ymw5ew4KnfM3XWooDiC5wJet/kkpbYzluvHg2WmpdShZ5LLc3iHf2dAMAVs9rBOo1/xhDaah24DMXz0bvsA9/e+sYgOyaqiXNHM+ynBhbokXLIua5Sybh93/fhz9vOoSWOhe+c8uqlN+faNw14gmiudal6brC3ue7+j0p7y16XcPZcW2hd3PpTX4dls6sh9Vswpy2akxuLMNPHt0Jty+ky+/LzjdiM/7ZcaiWRbtCjuPlmITeiV/ZcjALo1+4NrsFjXSsWxi/SBTUoayKrLnWiY+s74AgiCVTyijd960ohnv3UVlh7UrjnULyguejXcKDITEnpQ9UwfHIDZXnuIwmH3J9LgA5r5tVCoKR7eDpljBha467fcGcTBCba5N3hQ8EBXQPegEAXr+2wZc8gK8ut+kW1DfxXFyZCT13VWQqndI0lWVW9EReS4uZV85tdnAi14FbNbcRPr+QsnN8OhZ01GJBR7QZkhIcN2i9cVaplQvQgs0cT1VWZffRfvzvc/thNvH4yseW5KUur9nEY1KdE519Hqyem/4kJ1Wd8nyxWkzw+gVVwDgbcuZ4SBAxMBIOhBQi018OvEkJ3iry72riOVXAItHYQu+a47H0KKty9zULAQkoZ4JQE3khrdSwDTnlsirFXlIFUF/TxRTXCEmSojvHssgcD2QQECpzWMbNtg2JTB3tEiilWOG0Yt2iFhw/M6oEx7MJGLG7BAeY4Hi29z12QVfrdVoOdKaz2MKOu555+xiOd4/hzV1dWD6zHrVVDkyqSz5fYLHJUucubhn3vaLHNZznONisJvgDAnwF3s2VK631ZardGvL8W48m1Gx/gthxjMCc91p2tBZyHM+W6DISNjmgUMldSuZ4FguBfUNe/Ovvt8DtC+EL1yzEoul1eh1ewaXzvv3Tywfx3OaTcNnNqHBZYTbx+Mj6DiyfnX4S4URGwXGSNrb+XSAPwXG5rEqmA7eLV03BX988ljALjcS7fG07AGDWlPQyC+1WE8wmDiFBQmdvfH3fXPMzdQ61ZhuP1+gzE4kG2EbYbn3Ryilwe4NoSlHepcoVDY6zE6hE9aU/fsHMnBynLxg+322W4rgtlVK5AC1UmeMpAikeXwi9Q+Gt2/lcmxyNlFMZ777h9YdwonsUNRX2gpdVAQBbZMHu7++eQLnTivkdNVmVBXAkCPIWYlupvGia6L1ywbJWrJnXFBcsi83eNvGc5obc4/H4gnh28wkEQyLWzm/WJXM80d9ry74e5T5ZV2WHPyBMmIW0UqOUVQlFy6okamhdbNLNHGd3f2RTc3xw1I8nXj+C2go71ulYXiIUih5fKWyhl01pLMOv7jkXIUHM6vdy2s1K+S51WRVtz/nunm7873P7IYgS7rtjrbpxssYsxQuWT8biGXVpj+HlcdeUxjL806/fgSAC//fSQayZ15T2NVX+fRurHarSWgCw83A/dh3ph8XE47rzwqWx9Aqiyk3sdx8dwAXLW5XyhaVKLrejx7mYagEvJGZ+XSrUOJ4t0ZWOEU8A//vcflSX2XDukkloSXMhSCs2OYBtJJ4v4ZI8cg+gzN83LocFbl/4+Ifd2TW3N6Lx3rfyeNnrF+D2hZtYl+qiXC4URxSCGAI76Bn1BHCqZwwOmxlNNU7dSiEkyhzPtCSKfIE11sZ/47p0TTsA4PDpYTz77gm4HGacvaA5adY9x3HhSZUgYc/xQUiSlNcMffWWfG030WgGk37bGxO9T10GyBxfyWS4HO0awa4j/XBYzdiwdJIy+JDrR05trsA3P71c+X525V7vpqix5MWObIJT+VJq5QK0UG9vTX51ZQf9+Qw6eyIDwFTB1JAg4gs/eQMhQYxsucx+MJ4tNuPuz5sOwWmfnV1wPMEW0oIExyM/MlFZFYvZhKqy+PM9djyRi+P2B0X87a3jAMLXPSU4noOGVLMmV+GDY4Oor3Tgc1fOmzALaaXm/GWTsGJ2A2xWE378yA4AJZI5zqWXOR5SlS/IZDdn9Nz665vH0NFSkVFwXBDFhNf3YIHuObnGcRzMJi7r34nnOFS4rBgc9Su7iQDtJXIkSVLusyFRVGWOa7lWv77zNN7d0w2r2RTedTMOdtzVWO3ERSvb8Mw7x9Ez6MVTbx1DXaU9Yc3wWHIZmVCC8cuR08N4adspOG1mJTgOAP/4iaWoqbDDauYzDqLK/T8OdQ7jUOcIFk6rHedfFC+PLwi3N/z7Jmosq1WqXjeZllUp5DjenCBBq7N3DOC4hDsg+od92La/FwCwbFY9gBwFx5nxjzcP5X8+ODqA3Uf7wfMcrj13uuqctGSxo8VuNeHys9pR4bJi+qRKPQ7VMNJ538rxCAkSzlncgpAgoj5FDzmiRsFxkjZ28n78zCh+9dQeAMA3PrkM01v1ufiwg2dfGkGOVOSbjtG2LRndnqMD+MvrR2G18AnrgbHkLvWdvW5IAPQOjT/6ymG8ur0TtZX2uBr3/kDierXpkAdrgaCIf/jpG7jn+iVpb8lMJnZQZrXwumwn1NOhzmE88fpRAMD5y1qVxyvLwivQw26/6vstCTLH9bLrSD827+0GBw43XTqnqMqqTGTqSUry9wQ76NejdmAyT7x+JGHDrNd2nMZrO04DiK8PGi6/4sLx7lEcPzPKZI4XtqwKi+02nwlHgiBvYYLj4Z+ZKDieTOx1U4/JdSz2tQiGRGxYOgn+gIApDdmVi4q1cV2HUtPebjVNqIW0UtNQ7URDdTiAPDwWzkbLR7moXEs3c1wVhMqo5nj0nHPazHBoXAjftr8Hj792BP0jPvzsH9bHBYsFVXC8+EspBkMifvLoDgRCIi5aOQVLZ2ZfRL3CGQmOj0Yzx7UG3Vvry3DF2naYTDysZl5dc1zD+K1vyIc9xwbh1FgLONE9XxQl/Pbpvfjt03sBpK4JLr83QgnGL4nKEG5c14HvPLgVR06PYNXcRnzuinkZXcPZM0vr71wshsb8+OljO3HszCjkW74eu8xTJWWw530m16VCkMfE7Ptsy74ecByXdEfCtEkVGBz1o1qHHlnJsJnjP3l0J373j+fl7GcB4WS85zafhN1qwrXnTofZxOFHt5+FoJC411i6OI7DR9Z34LUdp/HXN4+irtKBa86dpuORG5scj7CaTfh0zO4YMr7SvDqTnGAD1+w2FT0zrRJljmu52SUaNAmihJu+97Ly+URphpWpQEgExyWvl50sGHXL9zcpH+v1GgdDIty+EOzW+O1AflWdQ23vwZVzG+ELCnji9aMYcQd0GVDFTsbKDZA1HktecLJZTaoJcVUkc3xo1K/aAcCej6GQBEmS8MTrR2HiOczvqEVHS+b12jt73Xhz1xnwnBwcl4+NbktGZlItmKSXZcg2dtVbsoZZsmTXoram8khwfER5rKBlVWKuYdmWZJpUV4YLlrXiwKkhnOgOl70qTFmV8P8TZaQGQwL4BCVTYl+LXDQUYl8LQZR0KRf1iyd2Y/fRAcyeUoW7ro5mQsoZg6UaEJloRjwBZbGnFMqqsNf0VItY7GJoJk0c2eD4j+8+W/P1luc4dPWHt4j3DnnjetKUWua4ycThg2ODAICZk0cwa0oVHDZzVv195Kac7J9Z6y6A1oYytDZEdzUFgpmVVSmL3OM8/lDS3QCJZHrPl8nv9+GxADa934kNSyYpX7MoTWNF1VhYLtGQTVO/6a2VOHRqGGUOC1obcpP5W2gVTivODHhV7y99yqqw9+uYhpxZlFUpFDNToku2NZIZnmjhZWpzBe791PK4x/WmdcEyW7ElTjmOQ42Owf8jp4exeW8PJtW5JlRwXGvZHqJGI3WSNjYjoLWhDN/6zAp4/SHUV+m3VYPNMJRrjmvJAMl20DSRPf7aYfQN+TBzShV+/dUNqsxsVj5f43lTa2C3mhIG6gPBzDPHq8psSrmRQFDUpTZ47GSsLMvMT728tO0Udh/pR3WFXam/HzsAmjm5CnWVdjhtZgyNBZRsOPZ3CgoiJAl4KtIYyuWwZBUcr3RZMbmhDCaegyRJSlkVo2XbEzWzxsxxDpnv/klXsmtSqmtRe1M5XtsB9I/40d5UDofNoiwSFUJsdnS216S2pnK0NZVj674e/PyJ3QBym8GfjLwIlyg4/qun9mDb/l7MnlKFr358qfJ4bFmVXDTjZF8LvXpPBEMivP6QsrAvk4Pj2QRWiHEMMs0MSyFzPFXJApYqCJVlWZVAUNQcwJ7cWIa185vQXOdKeC6pFmRLIDjOcxyWzKjD+wf78PTbx/H028dx3x1rs3rPVbji7yuZLHSw2PKEWq7V7Lj+wWf34zOXzEn732Zyz2e/51TPGLYf6sO7H5yJCY6rF03l+afbG+5l4rJnfg2XE2ZsFlNWjZ+NjOc5XLRiMixmHo+8chhADjLHU9QcL5bzXn6fuX0hVfIegIIm87Hv/xk6VQRI+fMify9BlCBKUlYLf4nIY7Fc9MgzMvl8ydXrWupK8+pMcoLNCOABTGnUd/sxEJM57pczx7Xd7LIZNE1kOw7142TPGEwmDucunpRyIp+v13jhtNqkdfn8WQTHAaCpxokr1uq3vT02Y8EomeMne8aw43A/WupcymAn9m87fVIlBkb96Bv24bnNJ/Cx82cAUC9MhQQRoiShzGGBIGbXGAoA1sxvwpr5TcrnvmD2DfFI7plU74nxa47zecrkWTG7Ie56tIKptx+rrSl6/7pqfQfmdxS2/ufqeU3o7HOjbzi83b1cp8U1VbO0AkwQlsyox9SmCsxorYr7mnwNjy1JxTbRrnRZ0VidvJlwpsIZ6+HmdHoFx1fOaUBbUzkaYhIGmmtdsFlMumZEkfx7e/cZPPrqYQyO+nHtudMw4gmgMUWj62LBp1lzPOuyKhZ2QUqA1iloXaUDN182N+nXQyVWVgUA7rp6Id7efQa//lu4jGW2464KV/x9JZOFDlamDTnZ4PjRrpEU35mY1nu+zGzilV0G1pjxJvu+CYbCCziSJMETyRx3ZdFEUx7bjpRgg0DWFZHM57+8cQShkJSHmuPFV1YlnSB+vmIWyXaDHzw1rATqc3Us6t3J0XmlHv3Ltu7rwea9PQAmXrlO9v316KbDsNtMWLewheqOp4mC4yRt7A0uoNNkMtHPmFTngtnEY2jMD/gzG7hlOmiayOSLaaome6xCv8bqsiqFv/HJTZPkgGGZDtnoemipc2FOWzXqKu2qDMZkA6Lnt5zE81tOAgAuYOqShyIThZ98YV1OjlMpqzLBVviLjXp7a/JrhTxh1lJrOhtb9vWg3GnBJy+cBQB46Pn92LqvJ2n9xtb6MiU4euzMaMGD46vmNqJv2IvHXj0Cs4nXbZGILTVQiMzxq9Ynn1BdsGwyFk2ri8vYZzPH771hGeoqczOgN5t5CAEBnb1j+ONLB2G3mrBhaSsqEwSQ0rF6XlPCx7943aJsDpMYRFAQlazxDUsnlUz2pyrwlGIbdmWZFf9280oIgoT6Ku0LPWwg5MjpEbQ3V+iaec+WKCiWDNJ0zJhcic9fOQ/BkJj1feGs+c2YPaUag6N+DI35ERIkzQHF7gEPnn7nOARBwkfWTVU35Mwwczx2t006tN7zWfL8wR5Xwku9o8hhCx+bPI5xaswcTzTODgpiyZf6lCQJoVD4NdM9OB5bczzLHS2FwL7PLj+rDU9FmoPLYt8TcjPOljpnXDmpbBVyx33s7uTeYR+++Zt3YTbx+OK1CzGnvSbj5+4e9CgfT7R5JbvI9+zmEwCARdPqKDieptIY2ZG8YLPO9Mq0SvQzvn3LKgDA757eizd2dWW0JT+bQdNEJV9MT/SMYWDEh3KnJWWt10K/xmydQ603vv0nBvGLJ3YjKIj4pxuW6zbYMJl4hITwoDubZiJ6unDFZFy4YjIA4D//vANAuKxKOgOic5dMwovbTgFQB9lyQZ6sxJZUIMYSu5uAlWgiKEn52yb67VtWKY0sZ02pwqb3OpN+r8XMY1K9Cye6x3D8zGhOjkerUU9463a505J15ow/KODJN47i2XdPKI/lsvZ7JpLtCmKv58nKe+nBYuLhh4DOPjeORd4Dq+Y2ZhwcJ6Wttb4MF62cDLOJL6ltyqqGnCkWM80mHq31ZUm/Ph6r2aQsSP708V1YPbcRt14xL+Pni8XejwrRXyFX6iodui0QTqpzZd18ftQTxBs7uwAAFyxvVZKltJ4X2QbHAW33fFkwJKB30AsgfjeVxRQ/z3X7gspjWjPHJ2qpT/Zc1KWsSto1x4vjvGevT4un18cFx2MTzR599TC6BzxYv6gFN16sf4PFQu24j12Mkhc4Q4KY9a5TNuliotXeTrQ4XCwLR0ZAwXGSNvYi9qeXD+LB5/ajvsqBb346N00i5E7imW6PzGTQNJHJF9PTfW585edv4bKz2lNm/QG5f40PnRrGG7u6EAyJuPHi2ar3oBxM5ZDZRGgkEoh66PkDuOf6JbocrxxsAYxTVoUVW/t2vAHRmDc6KdB7cDE05sexrlEIooiF02px7uJJ8PpDmNqsf7kmoh+71YSrz+mAiefjSmsVciIY+7wVTmvCxkas9qZynOgew7YDvdhxqA+t9WWorSxc6YtRT3i7tR49EDhAFRg3JWh8aVTsApk/mLtJjdIMShBRXW6DLyCUTDYw0V9HS0VWfTaMis3KTFVWJVtz26vx669uwL/8brNSwk8reUzYN+zFlz66WBWMDWVZ9sWItuzrweCID401TiyaXlfowwEQU/9ZkJTMca2lC9jguDw21SKTez4AvLX7DIYjpU1ig/kWc/ziv1xSBcis5vhEKfWZbDfqg8/tx4PP7QeQ+e+cquZ4cZZViR7nlv09yq5jp90ME8+pEs0kScJQZMdSTQ57XBRiN3hsWZWqchs+dv4MhAQx6352lWXRJAdvDpMsjChRcLwQO0eLFc0CSNrYgc/AqB+SlF1zkvHIW6cyGUBnOmiayOIaSo4T3M3Ha9w96MFrO04DAD7+oRkJg+NWq0lzliWbhbP3+KAORxrGTiyN0pCTJTe5tTM1x1MNiOxWEz57+VxYTDzam8sREkSc7nOD5znUVtizajB38NQwfhFpFHjfHWtx7YbpGT8XyR+L2YRL17Qn/XoxTQTbmiqAHeEMuP96dCc+ddEsVXOufNpxqA9vf9ANQJ964xYzj9oKG/pH/MrnhfDW7i70DvnQWOPA6rmJy47EYre6b93fA5vVlHW2YyLyZGH25Gp84sKZWT/f1n092Hm4HzarCZ/4UPj53L4gPjg6AKfNjI6WCjizqFlLjOFPLx/E4Kgfc9trsH5RS6EPJ2t8mg05syWP0+SgYyalT/pGvMqYcHDEr1rMjD4vp0vNWiN49t0TONo1glVzG40THOfVAWSbxYTqcltaJUeSBVAFUcp5fWMZ+76LnV8matTsZpJEtJZVkRW6DGU+5DI5ImXN8aIsqxId4wiCCKs5vOt4+awGXHVOhyrRzOsPKfPdqhwGxwuxG1yVOS6IqKtyKDuds1Xlir5WmSy+FTNzgkWiUio1lmsUHCdpM5t4cAAkhLfKA+ogm172Hh+E1x9Strpn20mdpCc2Q7/MUfjLQ+yWK5ZShiODLXu1lXacv6wVL207lVHtzGTYraFGyRzv6nfjcOcIgoKoDBCczHmbakBkNvFYw9TRHRz141sPbAEA3L5xPpbPbsj4uNSD3Ym15a3UzZpcDeCY6jEjTgTbm9SZ74kGlPlyut+tfKxL5jjH4Ye3r8Vjrx7G028fL1hw/I2dXdh3YghLZtTFBcd/+thOAMCaeU2qawnbJO3Zd09gxB3ALSka8WUqmjmuT1bR8e5RvLGrCxVOixIcPzPgwS+f/AAA8I1PLcP0SZW6/CxSOLuODOB0nxtWi6kkguPpZo4f7RrBj/74PniOw1c+tkTV1FgLOZiVydi+hSmBt/tIP85hFjODWQTdjUqu1/zunm74AwLuvmZhVs/n9Yfw3Yfew6neMZh4Dhcsb8VHz5uh6TnYBsqCKOHi1W24eHVbWv/WCGVGZk6uUj6OTQJig5by+8nNZI5nWi6x0GUo8yVXyRGqsiqpao4XWeY4z3FoayrHC1vD5SsXT6+LSzST+1wAuc0cB/K/4z7RYlQ2ki2+dfV78rb4ZgTmBOP9UmlSnQ+Fj36RosFxHCxmXtWM05GD+sC/fXoPBkb8mNNWjesvmJHxSj3RRmvmeD6kCo4HAuHPM+1CrWSe69iog20+aITXDwD2HR/E/z5/AEB0ohXb1CndAZGe2xdTZYKQ4va3t48pH3/8QzPx1JtHDTkRbK13gec4iJKEpTPrsGxW5os92apm6iOW6ZhdLF83CxUct1vNcNjMCa+zOw/3QxCluIBxbJM0PRp6JSJPIPTqoSJP9Nj+DGzGUi7GSyR/eoe8eGHrSZzuc6PcaVEFaotZupnjwZAIrz/zhSRBFNE/7ENPpN5zJlmeTTVOJUln24FeVXA8m4x0o2IbXB7pGsn6+WxWE073hRdiBVHC5r09moPjqfqOpKPQu8vqKu3KfT+2hniiOQdbczyb+ehEKfWZiyx5k4mD2RQuDRe7KaSpxonrNkyHIIqoKJJ+IYum1eE3X90Anufw502HAITfey6HGW/s7EK506LsFBkciwbHc5k5Xogd9+aYzPFsGWHxzQgSZo6XUB+OXDNs1FGSJNx333149NFHIYoirrnmGnzlK18BnyTT4OTJk/jmN7+J7du3o6WlBd/4xjdw9tlnK1+/4oorsH//ftW/eeqppzBzZvZbaScSq8WkCo7noj6nPMFsrjVOjb2JIHZV0WWA4G6uMscBMHUS9QtYNNc60dXvQVtTecZZVXpjb4jyucuWQ9EyIGKbdWW7fZH99/3DPry07RTsVhPWL2xBXZa15khu/fbpPfAHRaya04hls+pVX5MkCSd7wrt+Zk2uwgXLWrFyToMhJ4IWswmt9S6c6BlDV7+noAuxq+Y24td/2wNJUtdKzJY84ShUvcFkmY4hQVQCcbGB8zKnBffdsRZefwgS1Dtd9CTfXzp73TjUOQyX3ZxVc+ZosD16nZw9pVr5XbKtoUkKa8QTwIuRDL+7r16IaSWyC6DCacUPbzsLPM+lLJVYU2HDeUsmQZCkjK5Ro54g/vG/31E+zySIbbWYUFtpR9+wLy5YbDHxKHNYDDF21YuNyWS26JD5x3McNiydhE3vdUKUJLRkUK5Kj8SGQpYZCQmSksgS2wCenQcFY2qOm3gu4/nCRCr1mYsseZvFhF/dsyHh1+qrHPjwqikZP3chsAuSOw71AQDmtFXjsVcO48CpYSycVhsNjo/kL3M839hxaSgk4uCpITy/+STMZh6fvHCm5ga4QOEX34zAlODeWkqLxrlm2OD4Aw88gL/97W/42c9+hlAohHvuuQe1tbW4+eab475XkiTccccdmDlzJh577DG8+OKLuPPOO/HMM8+gpaUFgiDg2LFjeOihh9De3q78u+rq6jz+RqVh/aIWhAQRz285CQBw2PTPhPrSRxeD4wCnrXQGuMUg9mJqhMxnqzm+c7yspc6F+VNrUJdBAz1/UMDmvT0AoJTv0cOaeU3o7HOjrbEsq3rcekqUMarl2H78yA6MeoI4e2EzZk+pUh7PtpM4u02yb9inBB0WTauj4LjBbd3XC39QwOSGMiyDOjh+tGsUY97wZHLtgmYAxp4ItjWV40TPmJLNWCi+gKCUK9Oj5jgQbq486g6g0mXFnPYaXZ5TL/LiJBC/QMlzHKrLbajO8URQnpid6BnDv//vNjRWO/Ddz63J+vlCgghJksBxHMwmPi+/C8k91URe5wbVhcTzXFqNiOsqHShzWsBxHKrKtL+fY3eAaNnmnWi7vMcXUrbKA+Hgx0++sE7zcRkZmzmuV3DjEx+aqZR9yoQ5pqzKyZ4x+AMCyp0WNNY403qOQpYZ8avuPerXNFFCzlgkc9xlN5dMLftcmyhZ8tnqHvSgq98DIFxS5diZURw4NYwhJltczhy3WnjDzCv1Enu+jXqD2HagFwDw8Qu07WhhTYQa/6kkmvdTWZX0GfYse/DBB3H33Xdj+fLlAICvfOUr+K//+q+EwfF33nkHJ0+exB//+Ec4nU5MmzYNb7/9Nh577DHcddddOHXqFILBIBYuXAibjSYo2bjm3GkAgO2H+tAz6M1JzXHKriqM2MxCIwTHY5t1sD68akrm2QJMsoueJT0uO6sdT7x+BP6gcSbO7AKDTMsA69iZUYy4A5jTVq2u7ZflJCG2qVNthR3+oBBX8oUYT0dLBYIhEVUJsgfbm8rx5Y8txju7z8RllRtFokAL2xAMyE+WSbL6iL//+z78/u/7sj6OP286hJ2H+zG3vRo3XDQrm0PVHXuNjM3ey5fYCUS2O+HYXTohQYLFTJORUmLWuT5qMdq6Pxy4yGSx02Y14e6rF+InkV4DibLbkpmo2+XZ8ZtRtsXHjt3+vOkQPjg6gAUdtfjidYvSfp5CBVAPnhpSPh4aC6i+xtYcD4XUmeOltCMhlyZSlnymBFHEiDuIlyJJQQCwaHodFk2vw1XrO1R9Z+Sa49Xl9pJbnIkNjoeY+2o2i4ETpcZ/MpUuKy5aORkvbetESBDBceqENJKaIYPj3d3d6OrqwooVK5THli1bhs7OTvT09KChQV0XdMeOHZg7dy6cTqfq+7dv3w4AOHToEJqbmykwriNfpI6mIwdlVWQ/f2I3zvS7sXhGPa5aX3qDXqNhy1xwnLYAaq7o3axDed4cTTKCIRFb9/UAHGeYwWDizPH0g1FLZ9TBGxDQ2uBSNevKOnOceb+1NZbjh7efldXzkfy55/olSb/G8xzmtddgnsEylVlGCbTk+jjka3g2dYKzNTDig9sXgtXMq7IKU2XvAeHGgPL35OpeFLsgnO3CXOz9ymLmEQyJMPFc1tdLUnjsvXTbgV7Mba8pmb+rJEnKzhX2d0q2gJfJQqKJ57F4Rh3MJg4hQdKcyTYRt8uz2fZG2RYf2xwxKPfv0TCuzncANdn7+NFXDuPRVw4DCL+Pzl/WCiB8rsulV9zecOY49b8qrJ4hLwRBhMthURZVAGDvsQG8sv00TCYOn7l4tmqBw6jODHjxzd+8q3ze1liedHeZEhzXsdyeUajGTIKoSoLLdp4+kXcv1FTY8dHzZqDMYcFjrx4pWFnFYmXIK31vbzgzgQ2C19WFay+dOXMmLjje29sb91htbS3OnDkDADh8+DAsFgs+97nPYffu3Zg6dSq++tWvYuFCbV2/+QkywZGzOVJldfgC4cGQ027OSTaDJEk40+/GqV43pjZXGCZjopSxdV/LHBZdG1Vmys4MRkVJytn7IJvnffzVw3ji9aNxj7OTx+svnIXL1rRl/DOykSjgU+awpv0733TZXOXjI6eHlY+tFlNWr5uqlAJnnKwokplTvWPgAEyqL8vpz0nn/pSOazZMB89zcefuxnVTcdU507J6bqMchzyZ9wVCBTu//rTpELbs7cGM1kp888ZowkNIjE6CnHZL3PF96advoG/YBwC46dI5OJdpvKeX266aD57j8KM/vI89xwbhyHI8o8qAj1zT/rTpEJ579wRa6lz43uczL9mSK3qdTxMBu1Py1e2n8ZlL54AvgUw+QRRx079vAgDc8OFZuGD5ZOVrq+c3we0L4qVtiQMLWq9TkiQhJER7DWg931bPb4oLcq6Z3wSzmUf3gAfeQAhOmxkN1emV99Cb3ueTjUlksJp5Xa7je44N4NFXDqNvyIu7r1mE6a3aaufbmWOSIOGzV8yD2xeE3Zqb+aAekt1nZfL7WJIk/M+956sydD2RxWUt42aiD/Z8+tbvNsMXEHDVOR2qxZXeYR+27AuXybzl8rlF8TeKTVBaMrMu6XHLJVZqKuxF8btpIc/x5dNNZPpa2aymjDPlr9kwXfV5TYUdV5+bv3G9Uci7vc2ReweN99JTsOC4z+dDd3d3wq95POH6S1ZrdJVM/jgQCMR9v9frVX2v/P3y9x49ehTDw8O49tprcffdd+PPf/4zPv3pT+OZZ55Bc3Nz2sdcU+MquS0tqVRUxJc3eeHd4zjSOaw09qutdqK6OvMGVol873+24O1dpyFKwIdWTsGc9hrdfwaJV+6KrlpXuGyGeM1DiF7ArTaL6pg2bTuJQFDE1JYKzJwyfv+A/3tuH/7w/P6EX7vhOy8CCAexP37RbE3HePPGhXA4rEmfO5Pn1FMN08zl329bi9aGMpQ5LRllV7iGma7pVdmd+0ORutQA4HAa4/1GMvf3zSfRM+jB7VcvysvCWqL7k1YXrG6Pmyx/aHV73t+LuTqOmsrwa9TV78HRHjeWzmoY51/ozxHpHcKbeNXvc3rQp3xcV+uK+13ZwXtZju9HwUiwrqIsu59TzZSEc7hsqK52Qt5sYzHzhr7G6XE+lTqTVV1WobYmtwuB+SKxAYmYcdbfN59EY20Z5nXU4oMj/ap/l8nYhq3VXl5m13xO/H3zSbjsZrgjpS7KHBbsOjqI+TMb8cu/foC3dnZh7tQafP/OwtYe1+t8qixnril2iy7XkJ4dXTh0Kpzo8Mgrh/GDu7S9VgLzN7TZLJg9zZjl02IlG6uP9z6+fH0Hls5uQGON/vNdkp6KCkdk54QAq1V9HjQ3lGN2WzVCooS62nJV2R+jcrhscNjM8EZ24a9fNln5nQRRQu+gJ9Iwt0wp/dPSUF5y778qScITP7hcGe898tIBAOHxUk2J3F8LyRKp7mA1m1TvHRrvpVaw4PiOHTtwww03JPzaPffcAyAcCJdLociBbocj/g9qs9kwNDSkeiwQCMBuDzeY+fa3vw2fz4eysvCJ9q1vfQvvvfcennzySXz+859P+5gHBtwTJnO8osKBkRGvahAEAK++d0rprAwAkiBgcNCt688PBkMQJWBGayU+dWG4aYzeP4PECwajwUqnzWSI19zjji6GDQ57Vcf04NN70Dfsw4UrJqO+fPztZhevnAyvN5Ayc+TilZMz+r2TPffGdVOVjPFE51M++DzR13BszAfUOjA2mlmZhaFhj/Kx2+3L6j3idkcD7YdPDMDrCcBhM2FKY3nGz0nyY/eRfox5g6ivcmDapHDW2aatJ3FmwIN3dnXh1ivnYcmM3EyYU92ftHrxnWMod1rw6Q+HJ8b/8+w+vPjucXwkz2W8cnUcHBP0euaNI5jakP+JVSgUvtYEAuqxQt9A9GO/Lxh3Lblo5WQ8+Gw4iBEMhHJ6PxqLXCNNyG6s4Y80bgOA/gE3LJAwNBpeBLCaeUPcU2PpeT6VOn9Afd804t8zU5+4cCZMPIe2Bpfq93rtvVMY8QQw6gnG/ZuFU6s1vwbf+Z+tyscBf/x5Px6vN4C7r1mI7z70HgDg5ktn40SPG4ODbngi5S8gFe5vo/f5JISi43JIki6/F1vFaswT0PyckiSBQ7h1z8iYv6jOgwVTq/GHmMfGex/Pm1KFeZFm9MX0u5YC9ny6/SPzIUlAQ7VD9XeYM7kScz61DAAwwsxRjCbZLmMA+NKPXwMQnjPuPNyPI6dHsHpuI265Yi5GIvNgh8WYYwg9jUay5M0mruR/11zyBwQ88sohPL/5JACA58PXLhrvIa0FpoIFx1etWoX9+xNnWnZ3d+OHP/whent70doarv8ll1qpr4+fcDc2NuLQoUOqx/r6+pRSK2azWQmMAwDHcejo6EiauZ6MKEqqmrulThDUzREAoNKlzpyxmk1x35MtuZ5dIBj/80nusI1/XHaLIV57dinK7w+pjkmuR2sx82kf6xVrp0IUpYQ1K69YOzWr33nZzPq4gc+yWQ3KDSjR+ZQP7HqeL+Y1TMeWfT3oHfKiocqhbkgkIrvfhwncvfL+aRztGoHdasLPv3RO5s9J8uLhFw6gszfxwNXtC+E//7QDQG5rwepxPomipKpLOL21Epve68z7eZqr42BrwPJcludrlgRR/ffyMoFkM8fFHdt8pma9iY//uh78QQE+fwhd/ZHdipb07yWJsPcrny98rZUDdnar2RD31GQKdX8yumS1ioHojrNSqHl9/tLwXOuJ14/gn379bsrvXT6rHvtPDuGdD7px5dnaypec7oveNzhovyZdsXYqBkaiu06CIQmXn9WOUEjEtedOw0UrJhviXNPrfDLHNFHT4znL7NFx3Jg3mNFzmiJ144NBoeCvtRbv7D4T16gv9n08MOJDMCTCYTeraluTwhEEEbOZHcLF9J6TJZt/Rr8enoee7nPjyOkRnO5zo28oeq2rdFmL8vfWIhCZ15tN2Y3FJjp/QFAC40D860njvdQMWXO8sbERLS0t2LZtmxIc37ZtG1paWuJqiwPAokWL8Ktf/Qo+n0/JFt+2bRuWLQuvJH7qU5/CqlWrcOeddwIARFHE/v378YlPfCJPv1HpuPHiObhg2WT88+82A8i+gVUichOG4ARd1SqUC1dMxhs7T+NUrxsuhzEuDapO1jHvh/+862wEgoLmUkcrZjfEDU5WzGnM+BhlybpjtzUVNhOabcQxOOaHIIqaulZveu8U9p0YwuLpdUqzIkCHhpw8W9MxnB1ly8H1hOhP/tu11rtwKkmQvBgCRvluCpbv42AbWX70/BlZP18m5OtEbGKBqiFngvM+wAzctTR60+KpN4/hmXeOK5/bs2wwnuh+Jder1dIEmRiHUZr35ku6v++IJ5BRgzN22JBpg0l2kd7NLLI117rQXFtaZQfYa5+kU25WhSsa8PX4Qim+MzkTzyMkCAiJEr58/5sQRQmXrmlT1as3qvEa9f3L7zbD7Qvh8rPa876LjJS2dJoKy9ewMwMeDDILgckadha7YXcAwaAAu82MYGTcl20zzonOYuZQV2lX+vYYpZlzsTBGBCyB66+/Hj/60Y/Q1NQEALjvvvtw0003KV8fGBiAzWaDy+XCypUr0dzcjK9//eu4/fbbsWnTJuzcuRPf/e53AQDnnXce7r//fsyZMwdTp07Fgw8+iNHRUXzkIx8pyO9W7LwBplawTf+3kHxRPN3nxpNvHMXsKVWYlUZNaZK9sUiWW5nDMs535oeJ58Bx4UlBMGaVk+e4jIIZyYLYk3QIRhmxOzY7yHjgmX3440uHcP8X12v49+GgTlAQleYeALKu68cG6OUsUrsBmsCS8ckDrUn1ZVg6sz7lQJ8UDnt9DAYLs9gsNyyM3XTnZ47HZokfuLPX+1xNlGKfN9vFfnYCItdW9kXGS84cjJVIfqQT0Cgl6fy+mS7gsYvqZlNmYwirmQ9nwgmiUnu8VFksbHBcn+g4GxxnFym1cDnMMJs4mE0cRtwBCGK00aqRpbMQzSZoeXwh/PbpPXDazThvaSumNlfk7VhJek72jKGr3w2rxYTF0+sKfTjjGi9Bq7k2vIshEBJxqHNYebxUg+P//Nt3MeoJ4tI1bcq4iYK52bGYTfjBbWchJIgICSJEyjXVxLCj9Ztvvhn9/f248847YTKZcM011+DGG29Uvn7NNdfgIx/5CO666y6YTCb8/Oc/x7333ourrroKbW1tuP/++9HS0gIAuPHGG+H3+/Gd73wHfX19WLRoER544AFVqRWSPq8/OpjKZeY4ADz5xlFwZ0+l4HgeSJKk1JU0SnCc4zhYzDwCQTEuOJ6NXASxjZKFGis2AOTUmMEoT2BDIRECc4fNOnOcmRjLE1wbBceLgrwwEhLEnO3EINljs5XZRe18Spo5HqnfzHGJJ0Ivbo1uCc1Vg9dlM+tRU2HDA8/sA5D9eEaVOR6SM8fDr7udguNFrdSvc797ei/cviCWzarHWfObc/b7VpXZlAZzbRn2F+E4Di6HGcNjAbi98bXQS4mNKXeYTXA8VXmgm773MgBtiz0/un0tgPAY4JFNhwGEy1KVgpsumQNRktBQ7cSoN4D3D4b7bC0rQENrEvXTx3bizIAHy2bV46r105THN+/txtNvH0eF04If313YRrzpGC9Bq6kmWuJnUn0ZfnT7WRgY9ZdsiR9lMSokKsFxCwXHdWE28bTQkAHDjtZNJhO+/vWv4+tf/3rCr7/88suqz9va2vDQQw8l/F6O4/D5z39eU/NNktjgqD9cf7jagbbGcpTn4GIde1E0ZZhdQrTx+EOY2lwOf1DE7DbjLEa47BZYTIIqU1kQRYy4g7BaeDisZk2BWqMGsXPFwkyupk+qxHlLJ2n89+HzMbz6rF/muFn19ww/L5VVKQ7yYEsQJGWg/4kPzQTHcbruxCDZYXd2DbsDaM1Nj9SUTFzqsio2iylhaayTvWPKx7nKHG9tKEM5k0WZdVmVBJnj3khwPBe77Ej+5HLHmRHsPNKPEXdA2dK/ZV8PTDwHQZQwpbEMg6N+XX7fMmc48WL+1BrUVTkyfp7WOhcqnVbVHOQH//ce+oZ9WD2vCVeVSDkMNnM8m5ZXuSoPlI8dPvk2v6NW+bh70INZk6vg9gVR6SrN4GSx6B3yoqvfg6HRgOpxIbJjwVREQcBUCVpNNU6l4W3PoBeLp9ehpsJemAPNg09dOAuiKKGhxoln3g6XuaOALikkGq0TTd7Y1YW/vHYENosJt31ufk5+RuwAS0t9ZJK5D44O4FDnCACg1kA34vvuWBv32MCIH1/75dsAgLuuWoAlMwsQ9SkS7NblFbMbsHpek8Z/H91iqmdZFZvVhK98bDFMPIc/vHQQJ7rHKDheJJTM8chOgmvPnY7f/30f6irt+Or1S7B1f28hD49EsJnQT791DPOYJpf5wkVu36KUJDie5JznmYB5rmqOA9GyJ4A+meM2q0kJkocEEYFI+Rgqq1L8jFg2TS+mBDs8WuqcONnjRkutC1/66GJdfl+58Xsgy52AX/7YkrjHBkb96Bv2weMrnWzyGa1VyseT6rOrp56L8kABpiyL1Vx647fGaie+9omlhT4MgmgsQIipESGPQ7Odk+TLeAlaVosJtZF60Wf6E/f0KSWLmFI4SlkVc3H8LY3s0KlhDI35UVtpR2u9S5UoR1Kj0TrRRJ6kBoICJEnS3AwxHXHBccocz5lkWy2/9LM3lY+NWFeTrZNopYBqSnJpmmBIzKjJrVkJ9EjoaK7AzZfOgSBKWWdCmngecyPBOrmcCpVVKQ7yJEQQJGxc14Hnt5yELyCgs9eNxhpnSe/EMLpk1/R9J4Yy2j6frWjNcXVwvMxhQXOtE+VMCa9kx/6P//2O8rHex+7TsUxcTYUdv/jSOcrnY0zJB2rIWdxKfceZfJ7KC+Ab13XgnT3dAACH3azb72tVttBnVus6lVKsV2uzmDBrchVGvQHUZ5FpL9OrXE7PoAe+gKDsjAFKp6wKMSY5FiDEbKFQMseLJDiejuZaF/qGfTh8eiRnsRYjorIq+vnp4zuVUrmLptXiC9cuKvARFQ8KjhNN5IGthHCwzJKD1b3Y4HgpDXSNJldbLXONDY5TQHV8/3TDcphNnKoRU7qULMiQiLoqR1ZboZOR6w9TQ87iEC2rEh7I9g17AQBV5Ta6XheY0a7pykJKzIT2ktVtuGR1m+qxfB/73uOD+OEf3lc+z7asSiw2cOTQ+bkJ0VM08BRdQJffv3rueugeDN8rjnaNonvAg0amvm62QqHSC44D4V0KHMfhQ8snZ/1cepUH+unju9DZ68a0SdEGlaWSOf6/z+3HwVNDmNFahU9dNKvQh0Miko0l5GtWMZVVGU9zrRO7jvTjZM8YPvejV3DpmvaSWoxNJliCC5yFwr6G5hIpeZUvNFonmrCNsV7adgofXjVF958RV3O8hFaDjSgXWy311DfshdcvwGbh0VAd6eIdoOC4FpMbyvDzv+zCmDeIFbMbsGFpa9r/Vt7elknWebp845RYIMYSm8HTP+wDANRWGqcc00RmpGu63A9CipnQdvaOARyHSXXqUgH5PHY2eA0Adp2zu1XBcSqrQgwstqyKJEnw+PQPjgeYjHE2yUGrviEvOvvcCITCTaGBcMIOoC4lVwq27u+FJEm47Kw2XcpM6lEeSH6/sDtvSiVzvHfYi1O9blSV2XC0awRnBjyocFoxb2r+y5KRKHbHIkv+3FxCsYLm2uiiYUiQSubcSuT/XjyAgyeH0dFSgXKHBdXltpz0s5to5Pugw2bGeUu09Rqb6Gi0TjRhs7qffvtYboLjcZnjpXPDMyq9tlrmwq+f2oODp4axbFY97vjIAgCAPxgN1NpKeNCgp4OdwxgeC6C9uWL8b2aYmfq5evvn374LX0BAXyS4SsHx4iBP0OVghPz3q6PguGEY5ZrOKWVV1I9v2dcDjuMSZizm69jZscYVa9tR5bJl/Zyn+9wIhkRUllkpOE6KBh+TlRkMRXuMOOz6vXerymzo7A3X0XVm8bzv7OnG468dgcXMM8HxyJb8Is+SS1Ze6rM/eEX5ONPFQr3KA33qolkIBkX0DHnx+7/vA1A6meNyglYwJOLdPd14fstJVJfbEvY/IvmTPHNcbshZOrECuTEyAMyeUoXZU6oLeDS51TvoxfHuUTjtZtxzfXwvCZIZee6+ak4D5hSg31Axo9E60YTNHM/VNg1qyJl/em21zAWLOTpQlalqjlPmeFrkDB+tQRq2udy2/b14adtJmHgOX7xusTKhzlTfsA8+2gVQdGK34FNw3HiMck1PNqF9a/cZSBKwck6DaiII5O/Y2W2ny2c16LI496+/34JgSMTV53RgUl2Z8jjVHCdGZuLUmeMeZmFHz8zxjuYKfHB0ABYzj7rKzEu0lUV6FQRDIgJBAVaLqWS25ButNFYi01oqAaiTJkolu1WZcwiisnvCpeMCEcmMXDZFjGvIKdccL433HwA0MZnjdqsZUzUmNRUT9nwj+olNYiLpo6s90cTKBK6/fN3inPwMyhwvDD22WubC1edMw6VrBFW97ADVHNfkuw9tUxYUHBoDQGZlcULCwIgP+04MAQD06A9z7pJJCIVEvLjtFACqOV4s2CatHl9QyZDNJthB9GeEa7q8fhYICkpDUNa9v35X+ZgN+uTj2Nmxhl4TM7Mp0vw4JFLmOCkaSuZ4pHFumcOC79yyCl5/CPXV+l3X5QAqm+yQieWzGzCnrRouhwUWMw9RlCD3/C324DhgrNJYqQSYv2OxZ+zL2D47bl+4oZ3Tbkn1T0geJM0cj9y7S6kEa4XTijKHBWPeIA51Dhf6cHJKvm6EsrwnEDW5J2Audn2XOhqtE03YbXOBHF3I4muOl8aAy8j02mqZC4lWzKkhpzZyx2pAe5CGLatSV2XHkhl1kCTo0j39ug3T4Q8KSnCcyqoUh+gkRVSyxgGgtoIyx43CKNf0RdPrUFVmg9nMo3vAk1Y2ZL6OnR1rZBusk9111QJwHFBf5cCoJ4hL17TB5xcoOE4MLbbmuNnEoyWmH0CmkpUJYRfLtAZ9yxwWJXscUNcyL5WEGqOUxkqFfd1LZRcnm8nqpsxxw5AX8EIlXFYl0bVyzBvM6lppdPIcMyiIOHx6GJIE1JTbUEPziazIOy3e2dON2W3VWL+opcBHVDzoak80YbfNBUOZN9NJpabSjrnt1dhzbBBA6Qx0iX7k4LjZxGdd2mMiWDknOsnSXlYl+vou6KjFkhn1eh4a/FRWpejI1+SQICnNOAEqq0LiTWksx5TGctVjRsmGZEvD/eTRnfjZF9dn/Zyz26K1QWsq7GhrKk/x3YQYQ2zNcT3lo0wImx1XCpnjgHFKYyXy4LP78MGxAfQORe//1hLJHDczpRzlzHEXZY4XXOwCnkwoobIqxVBSSW9s6dRfPLEbAyN+XLhiMj52/owCH1lxY5M/+oa9BTyS4lP8VxKSV+y2uYFRf05+RmO1Ex87L3pRLKWtUkQfckNOasaZnmWzGpSPNZdVyUF2JcvH7gKgzPGiIE9CBFFSZY5TpgcZj9w8T/VYgbIh2fEMW2OZkIkmWeBJLxvXdeCKte1xj2cb7JFLGLF1VUslOA6Ey0utmN2AFbMb8O1bVhX6cBTD7oAqMA6UUEPORDXHHZRLWGjKuFMo7bIqubpWGhUbHJdLq5RKiaZCYndSlNI9MR/oak80YQc/z7xzHGvmNeXk54SYhhsmOqkntL+9dQxv7OxCRZkV3/jkMgDRmuMUTE2Pqvatxu2hbHal3rXLntt8At0DHqxd0IQFHbVobyrdpjOl5NwlLVgyow4WM483d50BAFSVWWlAS8ZlpGxINrOGdj2QiSw2c/yV7Z3488uH4LSb8b3PrdFlcq1nmRB/QMAXfvo6AkERN148G/Paa5SvlUogwCilsRKJfY3NJq5kdnGyNcflhBCqOV54sY3gZaVUVkVWDCWV9MKW7rzn+iUIBEVUMj3GSGbMzE6K2HLFJDUKjpNxJasX2NnrVupg6b2iKZRoFgjRzuMLoWfIq2qYJpdVoTIc6VEFx63aLvtLZ9TjvjvWwmLm0dXvxua9PbBbTVi7oDnr43pjZxc6+9xYv6gZK0t04FeK6iodSvNN+d5AzThJItsP9uHFbSchihK+8rElAIBv37wS5U4rOI4raPNndjHnIzqNX37xxG4c7RrBoml1aK5zorPXjZY6F85f1qrL8xOSC3JWppw57vGF4AsICAmibmNwPRfGrBZemSe4vUHVwr3ciIzkDhuIPGt+bpKkCkW+L3j8IaXJaxnVHC+4pA05lbIqpXPeGymJINfYzPHW+rICH03pYEsSU5KpNnS1J+PKdw0sXyCEP750UPm8lG54RDu2/p9MDo6XSgOgXHsp0vAS0F5z3GY1KRn6Ow7145l3jqPSZdUlOK4MdoXcbOUmuSfXsqPMW5LI4Jhf6R8iiBI2ruuAPyDgsz94BVYLj09dOKtg2ZCqhpw67YoZGvOjb9iHIbcffcNe7Djcjzlt1RQcJ4YWG3ia2VqFjWdP1b0G+bdvWYUKZzgrMJuFMY7j4HJYMOIOYCwmOE6BgNyTsxJb68twy2VzC3w0+pLvCxLz1qfM8cJLGhwXSqfmOEuva6XRWRLM8YkOuGjszFJCuyrygYLjJC3JAuS5qIEVEiQcPj0CAPj4BTPQ2uDS9flJcUl04xyK1LunzPH0fHB0QPnYYcv8NZO3M+q1fTa6TZKC48VKbshZS8FxkkBdpR0Lp9WCZwbq/pAAUZLgCwjs+D3vzEyGqV4TM/Z+VVVmQ2O1g84NYngVLivqKu3KdvbprZWY3lqp68/Qu0yIy27GiDsAty+oqjlOW8hzL1mJi1JgTlAejmqOF15LnQvzptagusymevyWy+bAGxBQ5iidBQwjl1TSm3y9FkQJoiSpxopEH1SBQRu62pO05asGlsXMo6rMCrOJR4XLWnKrwUQba4LguByQo+B4csnKIX3uR68qH6e7uCWKEoKCiFBI3+2L8rn9zp5u9A578aXrFmvObCf59+auLjz26mGMeUNKxh4FAEkiCzpqsaCjVvVYIBBtwpvv3T/JrosPv3AAD79wAEB2i/5s/cwbL56d8XESkk/F+F6Vg2Fubwh2mwnLZ9UjJEgod5ZOkMyoSnnXX6LFFRdljhfceUtbcd7S+B1Yk6gUR1FjF6Nuu+9VOG1mXH/BDCq1qSMKjmtDUQiStnzVwLJZTPiPO8/W9TlJ8ZIz8URJUupfhkQJFU4L1i4orVqHetKrHNLh08P4fw9uAwC0NZUD0DFznHmew50jqhppxLiCgoihsQAA4NI1bRhxB9DWWF7goyLFws8sdOZ7gTPXZeJoizAh+SEHLN2+IBqrnbj9IwsKfEQThxxs6Rny4qm3jqG+yo7Vc0tjPJ6osbiTao4TkhOq8nYhEcOhQEkuuuUdUxcq0W4Ykhxd7Ykm+aqBFQwJ8AdFmHgOdqsJHG2zmbDYG+etP3xF9bVfPvkBfvnkBwByU+Kn2OlRDonteB2I1HrXLXOcCYavmN1Aq9tFYkpDOT68agpMPIcr1k5NOJkkJBn5OgKEG+vlWy7LxFmYzHFCitVjrx7GsDuAWZOrdOkvkgtyqYsxb2ic7yR6Y8eAf3ntCGZOrirp4DhljhOSG4nONwrmZu+s+c3Yur8XACjxTCMKjpO05bMG1rYDvfjVX/cAAH5819moiNRBJBNPOoE3Cownl205pNpKOz7xoZkwmzi8d6APXf0e3cuqzJtag9s2ztflOUnudbRUoKOlotCHQYpAz6AHu48OQBQlrFvYApvVpAqOF6o0Vq7KxMkLfMGQiPcO9MJhNaGlzoXKmDqphBhJ96AHQ6N+WMwmdLRUYPvBPnT2ucFzMG5wnMkcJ/nFNj21WU2wW0unxGFlmQ1z2qqx9/ig8piTyv0V3MmeMRztCvcjW7+oRXn8n3/7Lty+EM5f1opLVrcV6vBIhhKVMaJgbvYaaxzKx5R4pg1d7YkhHekcUT6mi+TExgbHP7S8FS9sPaX6OgXGU8u2HFKZw4Lzl4Xr/B08NQxA/7IqAmVZElKSTnSP4aHnw7W8l81qgM1qgj8YPd/zXXNclqsycfL9yu0L4WeP7wIAfPrDs3DO4knZHTAhOfT3d07gtR2n0VLnwnduWQWPP5yNbeQeIC6l5ngQXf1u7DzcD7OJx9kLmmEroWCtEZkjYzeHzYT7v3hOgY9GX9MnVeKe65co/SmcNrNuY16SuV1H+vHoK4dhNvGq4PjQWABj3iB8TC8TUjwqXFbMaK1E37APg6N+ANRUWQ9sk2oKjmtj3FEPmdBe3BYOgDpt5oJNnokxsMHxKQnqGueiKWyp0asckijq3JAzsvAliFRfrhj99c2jGBz1Y0ZrJc6ab8zsQlJYbEk0+fqhKqtSwO2zuSgTJ09CRtwB5TEjBxgJAeLvxR5fODhu5IxZuSFnICTi4Klh/OnlQwCAFXMaKDieY/L7JVTCtYE/tGIyls9uQCBIyRtGIM87xJj5wgXLWuELCJjZWlmIwyJZmjapEl//5DKc6B7Ftx7YAoCCuXpgS/vRYoM2xh31kAmtsdqB7kEvVs1rpIvkBGcxRyc5z20+oXx81foOvLD1ZE6awpYSPcshyRNnvTPHD54axtsfnMGaeaVRs7LUne5zY9P7nXgpsojp9YcoOE4SYhfSxEiDID9bVqVAQaxclYmTF3PZBT8jBxgJAYBLVrXhnEUtsJh5CKKonKNOA9dadjFNEkc9AXBcuAcZBQJyTy6JV8qN81x2C9UaN5Dzlrbi3MWTVL2KAOAKmv+VhCAbzKWa41l7Y1eX8rHZTDtftKAROzEk+cIYDNGK/UTH3iSnNlfgwhWT0T3oxWVntWP94pacNYUlYcGQgF888QFCgogDJ4cAACadGuSamGafr77fScHxIjE46lcC4wDQVOMs4NEQI2NO8WjmOHNft5pLK8MzURk4OwXHicHVVtpRW2kHAIx5ozW8HTbjnp9yWRUAWDS9DpeuaYcgiuB1Gp+Q5OQApShJ6Oxzo9JlVTL5i53HF8L7B3sRDIlY0FGrnBeksChgWtpCzLiQkiKzNzIW3b1I90RtaMRODEm+CYYoOD7hsVlAZ81vwqwp1crnuWwKS8I4jsP2Q32qx3TLHGcCSTYr3Y6KBZsN/K3PrEhY7ogQQD0olzPH5bIqPMeVXE+RRBN4KqtCiomHaXDptBk34FnGZPW6IwF9dsGd5A4bvPrmb97Fxaun4NpzpxfwiPQz6g3gt0/vBQB84ZqFFBwnJIe8/hB2HO7DzkP9ymNmWgjJWntzObYd6AVQuN4+xYpG7MSQjnaNAgDe2dONW6+YV+CjIfkmN8KJ9f3/e1/5mBpx5kei+uK61Rzn2eA43byLBTsxpnrxJBWOj685LpdssFp4VU3yUpCopAOVVSHFxOuPlj0ydOY4U1ZlzBsq4JFMPPWVdiyeXqckTthKaAcQew3/r0d34tI1bbj6nGkFPCIChGso+wICBFFCudMCnuMgiCIefuEgTDyHlXMaMKO1qtCHSTRye4P41V/3qB6zlFjSRL4ki51841fvKB9ff+EsXLxych6PqvjQ0gwhxHA2ruvAFWvbk36dAuP5w3Fc3BY3k05b3tjguJ1WtosGm/FfyjVHSfbYEkyC0pAzvCPMVoLnfKLMcTst/BGD+/u7x3H3f72Or/7iLXXmuIFrLrNlVXqGPOgb9mJ4zF/AI5o45nfU4u5rFipjOIuldMIJVeU2/Owf1tF122C27uvB3f/1Or740zeU0k+hkIRXIv1vTve5C3yEJBOJxkxUViUz48VONq6bio9fNDt/B1SkKJ2FEGJIcvA7dhWUAuP5ZzFzCEWTyXSrX8ZugS7FQFmpYhc19p0YxPTWygIeDTEytgRTpKqKKnO81MRO6jhQcJwYXzAkYswbhCCK8DCZ40be9WC3mnDB8la47BbsPzGERzYdhstuxk//YX2hD21CEERRWfAspd4RPMfBabfg6nOmYdQTwMzJVYU+JAL1WELehSaIVKe62JW7rPjxXWdj2/4e/O/zBwBQWZVspIqdXEU7YNJC7z5CiGGtmN0Q/9icxgIcycQWlzmuU1mV686bpjRxorIqxYPdOfD4a0cKeCTE6FLVHC/FOoh1VQ4snl6nfG63mUuudAwpPfI9XRAkePxsQ07jBsc5jsPHL5iJK8+eikl1LgAUVMkneQcQAFhL8HU/f1krNq7rwNz2mkIfCoE6mUbesRhiyvrpNS8h+cVzHCpcVtU8M1F5OpI+ip1kx7ijHjLhJKuVdNP3XlY+pqzhiWXLvh6UOy345IWzAAAPPb8fW/f1YBI14cwredCyel4jNp49FRadsoRMPI9gpOkuBceLR6k1USS5kyjba3ZbNcxmHpVOa6EOK2fmtFVjTls1/vDiQbyw9SScBq7ZTIhMPk8FUYLXF67fzQGwF8n7NyiExxFmasiZF/3DPry+87TyeSmVVQEAXyCEYEiExczDTs3iDUFVzi+SMc6W9dOr3CMpjJAQXWxLVGqFpC9Z7KStqbzAR1Yc6IpPDCPZVhAZBcYnpm/fsgoVkSDKrClV2PReZ4GPaOKRV/FdNgsaqp26Pa8oSUqJBao5XjzYDB3aykpSYWNV8hb8NfOasGZeU4GOKD+8gXCA0ciZt4TI5KxMUZTg8Uffu3qVUMs1OUhGmeP5cbrfrZqrlVJDTgD4h5+8gUBIxNXndODSNe2FPhwCwMzH9y9hy6pQ5njxCgkiRj3RHUv0t8wexU4yR6N2YihUZ5qwYv/mFU4rrqSs8byTJ5xBZmVfD2PMYIgyx40t2c6ekCAqu3voOk1iscE1SZo4zVu9kQCjnYLjpAjIwQgJgNtXPAs7b+7qwsFTQ3htRxcAwEK7mvIiNnhVapnjgciOxsdePYK1C5pRVWYr8BER9j0nL4YJVFalJNz9X6/DFwgnSq2e20il6LJEsZPslNbdjJQEqpVEiLHIZTRCOgfH//7uceVjashpbON1QafAOElEVXNcLP3g+PCYHy9tO4Vt+3sBGLuhISEytvzRmDe8aO20G/+9u+/4oBIYB6i0Qr7MbqvGvTcsUz4vpYacsSbCfasY8Ikyx1VlVSigWqzkMiqXrmnDrVfMK/DRkInO+CMfMuFQnWlCjEUuq/LW7jPYvLcb5yyehE98aGbWzxsKRQe2FBw3PtrZQ7RSTWgjmeN/f+c4PP4QprVUYvGMumT/tCgNjPrx8AsHlM/ttCOGFAFVqSyeQ7nTggqnpYBHlJ66Kgda6lw43ecGQI3c8oXnOFVg0lpimeOsYlgkmgjYhS85OM4m7Jio30DRkoPjcg8qQgqJrvjEkKhWEiHGwdaVDgmSbuURZk2pwkvvnQJAZVWKxYrZDXHBcdrZQ5JRN+QM///VHafRM+jFhqWTSi44HluDnzLHSTFgd3h8/EMzcXORvG+vPHsqrjx7Kn7y6E5sP9RHzaLziA1klXLmOCVuGIOqrIrckJPJ6qdzv3jJi5p6704mJBPFMfohEwrVSiLEWNgmV9dumIYpDfp0vGbrOFKGZXGgnT1Ei7pKO/791tXgeQ6VrvCCd5nDAp8/BJfd+JmpWk2qd+HXXz0Xp3rcGPMGld+ZECMzJShZUEzkoAo15MwPQRTRO+RVPreW8OtO9Y+NYfya46X7Hix18nX75fc6MaWxHOsXtRT4iMhERsFxQgghKcmr+rOnVOHiVW1ZPVeyxo7f/p+tysdUpsPYaGcPSZfZxKOpxql67J9uWF6go8k9nuMAjkNbkz4LiITkQ6J6vsVECY5TgCwvega9ePC5/crn1iLPrk42LgVADccNwpSgRJugKqtCixjFii2H9fyWkxQcJwVFwXFCCCEpRRtyZj9pTla3WkYTEGOjnT2EEFJa2MDS3uMDaK5xobbSjjKHsXd3eHwhHO0awb4TQwAoczxfYhufWor8dadxqfGpao4nyhynsipFi71+lPIuFFIcKDhOCCEkpepyOxprnKipsI3/zWmgxo6EkFIkSRJG3AEEQyKcdgs1cyNFgc0c/9Vf9wAAPnredFy0ckqhDikt3YMe3Pen7crnFgqQ5YU5Jku3FBpy0rjU2MarOU6Z48VLDo4vnFaLf7h2UYGPhkx0xX83I4QQklPXXzAD3711NcwmHr98cje27e/J+jlXzG6If4waOxJSUkY9AXzuR6/gsz/YhHf2nEFIELH/xCCOnRmBxxcs9OHpLiSI+OLP3sRXf/k27vzxa9h/YrDQh0TIuBIFloqhmWxsZntsRjPJDfb9MntKVcnUe6ZxqXElrDkusJnjpfEenIioIScxEuOPfAghhBjCtv298AcFTKovw7Isn4saOxJS+jiOQzAUnvCIooQxbxDf/7/3AQCfv3IeVpZY4MEcM0GXiq98M5mA2MDT56+ch0qXFY0xvQKMKLapr4UCZHnBBiLPXthcwCPRF41LjYu9RomRG6skSTCbeAiCGLebgRQPuRyWPFYkpJAoOE4IISQt8hZGvbYvUmNHQkqbzcLj6nM6wPMc2hrLEQgKyteKvYlbIhynvjbWVtoLdCSEpK+q3IY185pg4jnMaK1Cdbk+JdRyzWEzgec4JVgWuzhFciNRFm+poHGpMdltZmw8eypMJg6T6ssAAEtm1uNX95wLIBwoJ8VJLqtyomcMw+4AKl3WAh8RmcgoOE4IISSlviEvuoe8ypY3nss+OE6NHQkpfRazCZeuaVc+P9UzpnxsK9HGSw6bCV6/gI3rpqK+ylHowyFkXK31Zfjs5XMLfRiacRwHp92MMW8QVjOPJTPqCn1IE4KZqe0eEksnKEnjUuOyWUy4IsXfInZhmhQPecePPyDg4ef34/aPLCjwEZGJrDRnJoQQQnTzxq4u3PfH7crn1PiGEJIJf4lnjgPR7FXaIkxI7sl1x8+a34TZbdUFPpqJga0x/r/P7S/gkRBCip2FSZQwl2jSBCkelDlOCCEkJUvMYMVkouA4IUQ7tqyKrUSD4/L1kppLkWLz7p5uPPT8fjjtZvzzjSvianobkcsRnsqO+UIFPpKJg6cECVIAnb1jAMdhUp0LAODxBTHqDcLEcaittFP2eJFSBcepNBYpMAqOE0IISWndwhbMm1qDf/v9VgA0MSKEpEeSJPzqqT0QRQlrFzSB3YFvtZTmJGhgxA8AeG7zSXz0vBkFPhpCxjfsDuCNnafxwtZTcPtCcPtCRbN4JQfw3d5ggY+EEJJLv3pqDyRJwjXnTsfCabV4+4NuPPzCAQDAb766ARQbL05sQDw2GYuQfKN3ICGEkJQqXFY0VjuVz000AiWEpIHjOGze040t+3pwpt8zITLHCSk2w2N+PPbqEYy4AwDCC1fFksHnsofzvPYeH8TuI/0FPpqJwxoJYm1cRzW5SX6c7BnDqV43Tve5AQBCZHcWB0raKWZsOSxLkdx3SOmizHFCCCHjEplO8DQIJYSki+c5CKIEUZoYNccJKTZmEw+rhUcgGA42OWzFMz20WaPH2jfsK+CRTCxSZEwYEkqnIScxlsdfPYwnXj8a9/ifNx3CnzcdAgCsmtOAlXMb831oREfz2mtQ4bJixB0omkVZUrqKZ/RDCCGkYASmHgI15CSEpCsaHJeU4BtQOmVVnnj9CP765rGEX7vpey8DAK5Y246N6zryeFSEpK+lzoVffvlc/P7v+/DajtNwFlFwnD3WqnJbAY9kYpFbKggi9VYguXHVOdPgcFjxh+cTN32l+2rpCEUamJuppxUpsOIZ/RBCCCmI9w/04qeP71I+p8xxQki6+EgZJkGUlLIqZhMHE18awXF5cp4sQE4TeFIsvP5wU0unvXimh9VMQHz+1JoCHklpS7YI+Pd3TuDv75wAQNc6or+PXzQbXm8gLoOc3mulRW5gTjXHSaHRO5AQQogmlDlOCEmXHAOXREkpq2I1l1ZJlY3rOnDF2va4x2kCT4qJJxIcL6ayKi5H9FjdvlABj6S0JbvGyehaR3IlUdmUFbMbCnAkJBeOnB5BIJI5LlCZJlJgxTP6IYQQUhDmmJV8yhwnhKRLzhxny6rYrKUVHAfCk/XYzMoVc6gWKjE+QRTRM+jFwVNDAGD4sirJspi/+NM3lI8pWKu/ZLtk6LUmubR5TzfKnRZ88sJZ6Bvy4i+vH8EDf9+H5bMa8NbuLlSX2/HF6xYV+jBJhnoGPcrHIZGC46SwKHOcEEJISrENUihznBCSLnkxTRAl+ENy5njpDT+37OtBudOC2zbOx20b56PcacHWfT2FPixCxuX2hnDvr99VFq+cdkuBjyg1ymIunEQZu7QISHLt27esworZDTjVO4aQIOH4mVGc7BnFqV43uvrdhT48kgU2WYJqjpNCM3ZqACGEkIKzxAXHSy+wRQjJDXXmeDg4brOUXuY4EJ7AVzitAIBZU6qw6b3OAh8RIeOL3Q3msBn//KQs5sKQFwE/eeEsAMBDz+/H1n09mHT21AIfGSlVV50zTWnYeNHKKXj7g24IooQtkcVnStgpbjNaq5SP6yrthTsQQkDBcUIIIeMwm9UDT2qYQghJlxx4k0TAH8lMtZZgcDw2IFfhtOJKChiRIhAbXDJ6WRUZlTIqDFoEJIUypbEcc9ursefYIEKR+tRUiaO4yc04gfidyoTkW3GMfgghhBQMO1j58scWY+bkqsIdDCGkqMiZ44Io4eJVU7BydkNRNfwjpNTFZo4bvayKjLKY848WAUmhXbRyCvYcG1Q+lxt9k+KRrG/EL5/8AL988gMAtAuIFAbNTgghhKTEZorLWxsJISQdchUmUZIwtbkCU5srCntAhBCV2MzxYiirIqMsZkImlvlTazCp3oXO3nCtca8/VOAjIlolK4slo8A4KRQKjhNCCEmJrTnObn8jhJDx8JHouEh7nwkxpLjMcVtxZI5TFjMhE0uijONgSMRN33tZ+ZwCq8WB+kYQI6LCPoQQQlJiy6ocPDVMWxgJIWmT426iRMFxQoxILn0kK5aa44SQiWXjug5csbY96dcpsFpcVsxuiH+M+kaQAqLgOCGEkJTY4PjzW06id8hbwKMhhBQTOStVFCX855934DsPbsVL204V+KgIIclUlVkLfQiEEJJQsgA5BcaLj9w34raN83Hbxvkod1qwdV9PoQ+LTGCUGkAIISQli1mdVRZbn5QQQpKpcFox5grCbjXjeHc/RtwBzJ5SXejDIoQwrBYegaCIq8/pQF2Vo9CHQwghSa2Y3RBXjoMyjosT9Y0gRkLBcUIIISmZmMzxlXMaUFthL+DREEKKyT3XL1E+FkQRY94gpjSWFfCICCGx5EVvgXoDEEIMTs44/uSFswAADz2/H1v39WAS9RwoKtQ3ghgNBccJIYSkxHMcTDwHQZTQ1lQOq8VU6EMihBQheSJLCDEWue64IFBwnBBifJRxTAjRG9UcJ4QQMi6zOXy7CIXEAh8JIYQQQvTk9oUAAC+/R/0ACCHGtnFdhxIYByjjmBCiD8ocJ4QQMq6z5zdDEEVMaSwv9KEQQorImQEPPL4QHDYTmmtdhT4cQkgKcpCcEEIIIWQioeA4IYSQcc2aUoWHXziAHYf78W+tlXDZLYU+JEJIEXjw2X3Yd2IIsyZXYXZbNawWHstmNaCBmv4RQgghhBBCDICC44QQQsblDwoYdgcAABy4Ah8NIaRY8JFGf0Njfjz5xlEAQGt9GQXHCTEQua/I+UtbC30ohBBCCCF5R8FxQggh4xLEaJMuE0/BcUJIeq4/fwa8AQEDIz788skPAABWM7W8IaSQnnj9CP765rG4x1967xReitQdv2JtOzau68jzkRFCCCGE5B8FxwkhhIyLbdLFU3CcEJKmSfVlAICDUnSBzWY1FepwCCGAEvROFCAHKDBOCCGEkImFUncIIYSM60T3mPIxZY4TQrTyBwXlY6uZguOEFNrGdR24Ym173OMUGCeEEELIREPBcUIIIZpQ5jghRKtAUFQ+tlpo+EmIEayY3RD/2JzGAhwJIYQQQkjhUFkVQggh47puw3T8edMhyhonhGjyv8/tx/sHezE0FlAes1koc5wQI9iyrwflTgs+eeEsAMBDz+/H1n09mHT21AIfGSGEEEJI/lBwnBBCyLgEMZz1ScFxQogWbl9QFRgHACsFxwkxjG/fsgoVTisAYNaUKmx6r7PAR0QIIYQQkl8UHCeEEDIuUYw006PYOCFEg0RlmCxmKqtCiBHE1havcFpxJWWNE0IIIWSCodkJIYSQcfUO+wCo6wYTQsh4eE4dHLda+LjHCCGEEEIIIaRQKDhOCCFkXG/s7Cr0IRBCilBs5rjVTCVVCCGEEEIIIcZBZVUIIYQk9MTrR/DXN4/FPX7T915WPr5ibXvctmxCCJHFZonbLJSXQQghhBBCCDEOmqEQQghJaOO6Dlyxtj3p1ykwTggZT1zmODXjJIQQQgghhBgIBccJIYQklSxAToFxQkg6THE1xyk4TgghhBBCCDEOwwbHJUnCj370I6xevRorV67ED37wA4ji+I3gjh8/joULF8Y9/tZbb+Gyyy7DokWLcMMNN+DkyZO5OGxCCCk5K2Y3xD82p7EAR0IIKTZczEjTZjbs0JMQQgghhBAyARl2hvLAAw/gb3/7G372s5/hJz/5CZ566ik88MADKf9NV1cXPve5z8Hv96seP336NO644w5cddVVePTRR1FTU4Pbb78dkiTl8lcghJCSsGVfD8qdFty2cT5u2zgf5U4Ltu7rKfRhEUKKgCm2rIqVMscJIYQQQgghxmHY4PiDDz6Iu+++G8uXL8fq1avxla98BQ8//HDS73/xxRdx1VVXwWq1xn3tkUcewfz583HTTTdhxowZ+O53v4vOzk5s3rw5l78CIYSUjG/fsgorZjdgxewGfPuWVYU+HEJIkZAbcrrsZvzkC+vw2cvmFviICCGEEEIIISTKkMHx7u5udHV1YcWKFcpjy5YtQ2dnJ3p6EmcrvvLKK/jCF76Ae++9N+5rO3bswPLly5XPHQ4H5s2bh+3bt+t+7IQQUmo2rutAhTO68FjhtOLKs6cW8IgIIcVCbshp4jmUOSwod8YnMRBCCCGEEEJIoZgLfQCJ9Pb2AgAaGqJ1buvq6gAAZ86cUT0u+853vgMAePfddxM+X+y/qa2txZkzZzQdF89zyiSvlJlMvOr/hJDM0flEiH7ofCo+5sjfSpQAM9UbNxQ6nwjRD51PhOiHzidC9EPnU3oKFhz3+Xzo7u5O+DWPxwMAqhIp8seBQEDzz/J6vXHlVqxWq+bnqqlxgeNKPzguq6hwFPoQCCkZdD4Roh86n4qHK5IpPuYNwllmh9XMT6ixVDGg84kQ/dD5RIh+6HwiRD90PqVWsOD4jh07cMMNNyT82j333AMgHAi32WzKx0C4JIpWNpstLhAeCARQUVGh6XkGBtwTJnO8osKBkREvBEEs9OEQUtTofCJEP3Q+FR+/P6h8fM0//g1XrG3HNRumF/CIiIzOJ0L0Q+cTIfqh84kQ/dD5BFRXu8b9noIFx1etWoX9+/cn/Fp3dzd++MMfore3F62trQCipVbq6+s1/6zGxkb09fWpHuvr68OcOXM0PY8oShBFSfPPL1aCICIUmpgnDyF6o/OJEP3Q+VQ8mmqcWD6rHlv3h8dxFjNPfzuDofOJEP3Q+USIfuh8IkQ/dD6lZsia442NjWhpacG2bduU4Pi2bdvQ0tKSsN74eBYtWoRt27Ypn3u9XuzZswd33nmnbsdMCCGEEELUls1qwLJZDXj7gzPwBwVMbdK2a48QQgghhBBCcsmQwXEAuP766/GjH/0ITU1NAID77rsPN910k/L1gYEB2Gw2uFzjp8dfffXV+O1vf4tf/epX2LBhA+6//360trZi1apVOTt+QgghhBAStmZeU6EPgRBCCCGEEELiGLZd6c0334xLLrkEd955J77whS/gyiuvxI033qh8/ZprrsHvfve7tJ6rtbUVP/3pT/HYY4/hmmuuwdDQEO6//35qCEUIIYQQQgghhBBCCCETFCdJ0sQpop2l3t7RQh9CXpjNPKqrXRgcdFNNIkKyROcTIfqh86n4nOgexZ5jg5AkCRetnDIhGpsXCzqfCNEPnU+E6IfOJ0L0Q+cTUF9fPu73GLasCiGEEEIIKW6HT4/gz5sOAQB2Hx3AR8+bjimN4w9QCSGEEEIIISQfDFtWhRBCCCGEFDcTkym+9/gg/EGhgEdDCCGEEEIIIWoUHCeEEEIIITmxflELvvbxJcrnNoupgEdDCCGEEEIIIWoUHCeEEEIIITnDZotbKThOCCGEEEIIMRAKjhNCCCGEkJwJBKPNfyhznBBCCCGEEGIkFBwnhBBCCCE54Q8K6OxzK59bLTT0JIQQQgghhBgHzVAIIYQQQkhO7DrcjyffOKp8bjVT5jghhBBCCCHEOCg4TgghhBBCcoLjONXnZhOX5DsJIYQQQgghJP8oOE4IIYQQQnLCxKuD4bHBckIIIYQQQggpJAqOE0IIIYSQnOBppEkIIYQQQggxMJqyEEIIIYSQnOApU5wQQgghhBBiYBQcJ4QQQgghOcEzZVUoTE4IIYQQQggxGgqOE0IIIYSQnGAzx81mGnYSQgghhBBCjIVmKYQQQgghJCfYzHGziYadhBBCCCGEEGOhWQohhBBCCMkJNnPcQpnjhBBCCCGEEIOhWQohhBBCCMkJNnO8tsJWwCMhhBBCCCGEkHgUHCeEEEIIITnBMyPNj543o3AHQgghhBBCCCEJUHCcEEIIIYTkBFtWRZKkAh4JIYQQQgghhMSj4DghhBBCCMkJNjguihQcJ4QQQgghhBgLBccJIYQQQkhOsDXHu4e8BTwSQgghhBBCCIlHwXFCCCGEEJITbHB8857uAh4JIYQQQgghhMSj4DghhBBCCMkJl92sfNzeXFHAIyGEEEIIIYSQeObxv4UQQgghhJD0PPH6Efz1zWNxjz/77gk8++4JAMAVa9uxcV1Hno+MEEIIIYQQQtQoc5wQQgghhOhm47oOXLG2PenXKTBOCCGEEEIIMQoKjhNCCCGEEF0lC5BTYJwQQgghhBBiJBQcJ4QQQgghulsxuyH+sTmNBTgSQgghhBBCCEmMguOEEEIIIUR3W/b1oNxpwW0b5+O2jfNR7rRg676eQh8WIYQQQgghhCioISchhBBCCMmJb9+yChVOKwBg1pQqbHqvs8BHRAghhBBCCCFRFBwnhBBCCCG6i60tXuG04sqzpxboaAghhBBCCCEkHpVVIYQQQgghhBBCCCGEEDLhUHCcEEIIIYQQQgghhBBCyIRDwXFCCCGEEEIIIYQQQgghEw4FxwkhhBBCCCGEEEIIIYRMOBQcJ4QQQgghhBBCCCGEEDLhUHCcEEIIIYQQQgghhBBCyIRDwXFCCCGEEEIIIYQQQgghEw4FxwkhhBBCCCGEEEIIIYRMOBQcJ4QQQgghhBBCCCGEEDLhUHCcEEIIIYQQQgghhBBCyIRDwXFCCCGEEEIIIYQQQgghEw4FxwkhhBBCCCGEEEIIIYRMOBQcJ4QQQgghhBBCCCGEEDLhUHCcEEIIIYQQQgghhBBCyIRDwXFCCCGEEEIIIYQQQgghEw4FxwkhhBBCCCGEEEIIIYRMOJwkSVKhD4IQQgghhBBCCCGEEEIIySfKHCeEEEIIIYQQQgghhBAy4VBwnBBCCCGEEEIIIYQQQsiEQ8FxQgghhBBCCCGEEEIIIRMOBccJIYQQQgghhBBCCCGETDgUHCeEEEIIIYQQQgghhBAy4VBwnBBCCCGEEEIIIYQQQsiEQ8FxQgghhBBCCCGEEEIIIRMOBccJIYQQQgghhBBCCCGETDgUHCeEEEIIIYQQQgghhBAy4VBwnCj8fj++8Y1vYPny5Tj77LPxu9/9rtCHREhReeGFFzBr1izVf3fffTcAYM+ePbj22muxaNEiXH311di9e3eBj5YQYwoEArjsssvw7rvvKo+dPHkSN954IxYvXoxLLrkEb7zxhurfvPXWW7jsssuwaNEi3HDDDTh58mS+D5sQQ0p0Pn3nO9+Ju1c99NBDytf/9re/4YILLsCiRYtwxx13YGBgoBCHTohhdHd34+6778bKlSuxbt06fPe734Xf7wdA9ydCtEp1PtH9iRBtjh8/jptvvhlLlizBueeei9/85jfK1+j+pA0Fx4niBz/4AXbv3o3/+Z//wb/8y7/gZz/7GZ599tlCHxYhRePQoUPYsGED3njjDeW/73znO/B4PLj11luxfPlyPP7441iyZAk+97nPwePxFPqQCTEUv9+PL33pSzh48KDymCRJuOOOO1BXV4fHHnsMV155Je68806cPn0aAHD69GnccccduOqqq/Doo4+ipqYGt99+OyRJKtSvQYghJDqfAODw4cP48pe/rLpXXX311QCAnTt34t5778Wdd96JP/3pTxgZGcHXv/71Qhw+IYYgSRLuvvtueL1ePPzww/jP//xPbNq0CT/+8Y/p/kSIRqnOJ4DuT4RoIYoibr31VlRXV+Mvf/kL/vVf/xW/+MUv8NRTT9H9KQPmQh8AMQaPx4NHHnkEv/71rzFv3jzMmzcPBw8exMMPP4wPf/jDhT48QorC4cOHMXPmTNTX16sef/TRR2Gz2fDVr34VHMfh3nvvxWuvvYZnn30WV111VYGOlhBjOXToEL785S/HDcreeecdnDx5En/84x/hdDoxbdo0vP3223jsscdw11134ZFHHsH8+fNx0003AQC++93vYu3atdi8eTNWrVpViF+FkIJLdj4B4XvVzTffHHevAoCHHnoIF198MTZu3AggnDixYcMGnDx5EpMnT871YRNiOEeOHMH27dvx5ptvoq6uDgBw99134/vf/z7Wr19P9ydCNEh1Pn3ta1+j+xMhGvT19WHOnDn41re+hbKyMrS3t2PNmjXYtm0b6urq6P6kEWWOEwDAvn37EAqFsGTJEuWxZcuWYceOHRBFsYBHRkjxOHz4MNrb2+Me37FjB5YtWwaO4wAAHMdh6dKl2L59e34PkBADkwdjf/rTn1SP79ixA3PnzoXT6VQeW7ZsmXL+7NixA8uXL1e+5nA4MG/ePDq/yISW7HwaGxtDd3d3wnsVEH8+NTc3o6WlBTt27Mjl4RJiWPX19fjNb36jBPJkY2NjdH8iRKNU5xPdnwjRpqGhAT/+8Y9RVlYGSZKwbds2bNmyBStXrqT7UwYoc5wAAHp7e1FdXQ2r1ao8VldXB7/fj6GhIdTU1BTw6AgxPkn6/+3dbWiV9R/H8fcpY1upOyUltaJalpqNMRZbWUYbLFcmGkZUSNiNJRSFsQQta7lcy5MtZ5SOzAzL7hiFECXrwSy6QWY12rLmbtShrg21enCOWtv/gf8uWnPaLD3q9X7BHly/63rwPXC+fHc+5zq/q5e2tjY+//xzli9fzh9//EFxcTEPP/wwXV1djBo1qs/1I0aM6PdTdynM7rzzzoOud3V1cc455/RZGzFiBDt37vxH56UwGqifWlpaiEQiLFu2jPXr1xONRrn77ru55ZZbAPj555/tJ+kvhg8fzoQJE4Ljnp4eVq9ezVVXXeV8kgbpUP3kfJKOXGFhIdu3b6egoICJEydSXl7ufBokw3EBEI/H+wTjQHC8b9++ZJQknVC2b98e9NGLL75IR0cHzzzzDIlEYsD+srekwztc/9hf0j/X2tpKJBIhMzOT6dOns2HDBubPn8/QoUMpKioikUjYT9IhxGIxmpqaeP/993n99dedT9K/8Nd+amxsdD5JR6iqqoru7m5KS0t59tln/fx0BAzHBUBKSkq/RvjzODU1NRklSSeUjIwMvv76a9LT04lEIowdO5aenh4ee+wx8vLyDtpf9pZ0eCkpKezZs6fP2l/7Z6D5NXz48GNVonTCmDp1KgUFBUSjUQDGjBlDe3s7a9asoaioaMB+SktLS0K10vElFouxatUqKisrueyyy5xP0r/w93669NJLnU/SEcrKygIOPIy9pKSEadOmEY/H+1zjfDo09xwXACNHjmT37t38/vvvwVpXVxepqamhbhBpMKLRaLCvOMAll1zC3r17Ofvss+nu7u5zbXd3d7+fMknqb+TIkYfsn4HOH+xhTlLYRSKRIHj4U2ZmJp2dnYD9JA2krKyMlStXEovFmDhxIuB8ko7UwfrJ+SQNTnd3N7W1tX3WRo0axf79+w+bP9hP/RmOC4CxY8cyZMiQPhvw19fXk5WVxSmn+DaRDuezzz4jPz+/zze0P/zwA9FolNzcXL755ht6e3uBA/uTb9y4kezs7GSVK50wsrOzaWxsJJFIBGv19fVB/2RnZ1NfXx+ci8fjNDU12V/SQSxZsoQZM2b0Wdu0aROZmZlA/37asWMHO3bssJ8Uai+99BJvv/02L7zwApMmTQrWnU/S4A3UT84naXA6Ojp46KGHgi+QAL7//nvOOusscnNznU+DZOop4MDTaadOnUppaSkNDQ3U1tby2muvcddddyW7NOmEkJOTQ0pKCk888QStra3U1dWxaNEi7rvvPoqLi/n1119ZuHAhmzdvZuHChcTjcW688cZkly0d9/Ly8jj33HOZO3cuzc3NVFdX09DQwK233grAtGnT2LhxI9XV1TQ3NzN37lzOP/988vPzk1y5dPwpKChgw4YNrFixgq1bt/LWW2/xwQcfcM899wBwxx138OGHH/Lee++xadMm5syZw/XXX88FF1yQ5Mql5GhpaeHll19m5syZ5Obm0tXVFfw5n6TBOVQ/OZ+kwcnKymLcuHHMmzePzZs3U1dXRywWY9asWc6nIxDp/fNWRoVePB6ntLSUdevWMXToUO69995+395KGlhzczPl5eV8++23nHHGGdx+++08+OCDRCIRGhoaeOqpp2hpaWH06NE8/fTTXH755ckuWToujR49mjfeeCP4B23Lli08/vjjfPfdd1x44YXMmzeP8ePHB9fX1dVRXl7Ozp07ycnJoayszA9L0v/9vZ9qa2upqqqivb2djIwMZs+ezQ033BBcX1NTQ1VVFb/88gvXXHMNZWVlnHnmmckqX0qq6upqFi9efNBzP/74o/NJGoTD9ZPzSRqczs5OysrK+PLLL0lLS2P69Ok88MADRCIR59MgGY5LkiRJkiRJkkLHbVUkSZIkSZIkSaFjOC5JkiRJkiRJCh3DcUmSJEmSJElS6BiOS5IkSZIkSZJCx3BckiRJkiRJkhQ6huOSJEmSJEmSpNAxHJckSZIkSZIkhY7huCRJkiRJkiQpdAzHJUmSpJNIYWEhS5cuTXYZkiRJ0nHPcFySJEmSJEmSFDqG45IkSZIkSZKk0DEclyRJkkJi3759PPfccxQWFnLFFVeQl5fHI488wq5du4Jrtm7dysyZM8nJyWHChAmsXLmSoqIiampqkli5JEmS9N8zHJckSZJCYtGiRaxbt46Kigo++eQTKioq+Oqrr3jllVcAiMfjzJgxg56eHtasWUNlZSU1NTVs27YtyZVLkiRJ/70hyS5AkiRJ0rGRlZVFcXExV155JQAZGRmMHz+en376CYCPPvqIXbt2UVNTQzQaBSAWizFlypRklSxJkiQdNYbjkiRJUkhMmTKFL774gueff5729nZaW1tpa2sLwvKmpiYuvvjiIBgHGDNmDMOGDUtSxZIkSdLR47YqkiRJUkg8+eSTzJ49m/3791NYWMjixYuZNGlScP7UU0+lp6cniRVKkiRJx453jkuSJEkhsHv3bt555x0qKyu56aabgvXW1lZOP/104MBd4u+++y579uwJ7h5vaWnht99+S0bJkiRJ0lFlOC5JkiSdZLZs2cL69ev7rKWmpjJs2DA+/fRTxo0bRyKRYPXq1TQ2NpKdnQ3AzTffzNKlSykpKaGkpIREIsGCBQsAiEQix/x1SJIkSUeT4bgkSZJ0klm7di1r167ts5aRkcGSJUuoqKhg8uTJpKenk5+fz6OPPsry5cuJx+OkpaXx6quvsmDBAm677TbS09OZNWsWjY2NnHbaaUl6NZIkSdLREent7e1NdhGSJEmSkq+jo4P29nauvfbaYK2zs5PrrruON998M3hwpyRJknQy8IGckiRJkgDYu3cv999/PytWrGDbtm00NTUxf/58LrroomDrFUmSJOlk4Z3jkiRJkgIff/wxy5Yto62tjdTUVK6++mrmzJnDeeedl+zSJEmSpP+U4bgkSZIkSZIkKXTcVkWSJEmSJEmSFDqG45IkSZIkSZKk0DEclyRJkiRJkiSFjuG4JEmSJEmSJCl0DMclSZIkSZIkSaFjOC5JkiRJkiRJCh3DcUmSJEmSJElS6BiOS5IkSZIkSZJC53/uyTCJMGgC8gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "AAPL['Returns'] = AAPL['Adj Close'].pct_change()\n",
    "\n",
    "# 使用pandas的autocorr函数计算自相关系数\n",
    "# 注意：autocorr默认计算的是滞后1的自相关系数，要计算其他滞后的，需要循环或使用其他方法\n",
    "autocorr_values = [AAPL['Returns'].autocorr(lag=i) for i in range(1, 301)]  # 假设我们查看滞后1到300的自相关\n",
    "\n",
    "# 使用matplotlib绘制自相关系数\n",
    "plt.figure(figsize=(18, 6))\n",
    "plt.plot(range(1, 301), autocorr_values, linestyle='-.', marker='*')\n",
    "plt.title('Autocorrelation of Stock Returns')\n",
    "plt.xlabel('Lag')\n",
    "plt.ylabel('Autocorrelation')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31ba7f06-84a7-4a37-9ddf-87f71f6b38bb",
   "metadata": {},
   "source": [
    "# <font face= 'Comic Sans MS' size= 6 color= '#C2C4E2'>Time-series data feature engineering</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4351f13a-876e-4432-8a56-1caba0e6b6c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设置时间窗口大小\n",
    "window_size = 60"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "206b2fbf-9805-46b0-88a9-07acb500dab4",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#C2C4E2'>Constructing Serial Data</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9797b76-f6a3-454a-adf6-49aa123fc3eb",
   "metadata": {},
   "source": [
    "<font face= 'Comic Sans MS' size= 3 color= '#D8BFD8'>The function takes two arguments: the dataset, which is a NumPy array you want to convert into a dataset, and the lookback, which is the number of previous time steps to use as input variables to predict the next time period—in this case, defaulted to 1.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e7a2c709-d059-463c-8cb8-514e4e01778a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 构造序列数据函数\n",
    "def create_dataset(dataset, lookback=1):\n",
    "    \"\"\"Transform a time series into a prediction dataset\n",
    "    \n",
    "    Args:\n",
    "        dataset: A numpy array of time series, first dimension is the time steps\n",
    "        lookback: Size of window for prediction\n",
    "    \"\"\"\n",
    "    X, y = [], []\n",
    "    for i in range(len(dataset)-lookback): \n",
    "        feature = dataset[i:(i+lookback), 0]\n",
    "        target = dataset[i + lookback, 0]\n",
    "        X.append(feature)\n",
    "        y.append(target)\n",
    "    return np.array(X), np.array(y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65d0b43b-cf91-4cf6-8c35-569cb41a5c8b",
   "metadata": {},
   "source": [
    " ## <font face= 'Comic Sans MS' size= 5 color= '#C2C4E2'>Feature Scaling (normalisation)</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "196a6264-411f-4a68-9744-a5feea460746",
   "metadata": {},
   "source": [
    "`MinMaxScaler()` 函数主要用于将特征数据按比例缩放到指定的范围。默认情况下，它将数据缩放到[0, 1]区间内，但也可以通过参数设置将数据缩放到其他范围。在机器学习中，`MinMaxScaler()`函数常用于不同尺度特征数据的标准化，以提高模型的泛化能力。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cf65e0ea-8f37-4db4-8ad9-bf6df686500f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 选取AAPL['Close']作为特征, 归一化数据\n",
    "scaler = MinMaxScaler(feature_range=(0, 1))\n",
    "scaled_data = scaler.fit_transform(AAPL['Close'].values.reshape(-1, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0c7aaf92-38b9-43b7-ac17-cbf8b8a597ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建数据集\n",
    "X, y = create_dataset(scaled_data, lookback=window_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d1240401-354b-46e6-a8b8-98a8d26ea77e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(695, 60, 1)\n"
     ]
    }
   ],
   "source": [
    "# 重塑输入数据为[samples, time steps, features]\n",
    "X = np.reshape(X, (X.shape[0], X.shape[1], 1))\n",
    "print(X.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a8cb95f-3a39-445a-8e76-2d4471a6dd83",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#C2C4E2'>Data set segmentation (TimeSeriesSplit)</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "268d1465-73da-43a9-a8ef-d7c0eca6d381",
   "metadata": {},
   "source": [
    "TimeSeriesSplit() 函数与传统的交叉验证方法不同，TimeSeriesSplit 特别适用于需要考虑时间顺序的数据集，因为它确保测试集中的所有数据点都在训练集数据点之后，并且可以分割多个训练集和测试集。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5b297b14-1d04-4a59-8cf2-27ba99a58d70",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(605, 60, 1) (90, 60, 1) (605,) (90,)\n"
     ]
    }
   ],
   "source": [
    "# 使用TimeSeriesSplit划分数据集，根据需要调整n_splits\n",
    "tscv = TimeSeriesSplit(n_splits=3, test_size=90)\n",
    "# 遍历所有划分进行交叉验证\n",
    "for i, (train_index, test_index) in enumerate(tscv.split(X)):\n",
    "    X_train, X_test = X[train_index], X[test_index]\n",
    "    y_train, y_test = y[train_index], y[test_index]\n",
    "    # print(f\"Fold {i}:\")\n",
    "    # print(f\"  Train: index={train_index}\")\n",
    "    # print(f\"  Test:  index={test_index}\")\n",
    "\n",
    "# 查看最后一个 fold 数据帧的维度\n",
    "print(X_train.shape, X_test.shape, y_train.shape, y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "085b5ec6-e96c-45aa-bcc1-7e10f2b8a6b7",
   "metadata": {},
   "source": [
    "数据集张量(TensorDataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "74e23923-af78-463e-a37b-ac86281ce7fa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([605, 60, 1]) torch.Size([90, 60, 1]) torch.Size([605, 1]) torch.Size([90, 1])\n"
     ]
    }
   ],
   "source": [
    "# 将 NumPy数组转换为 tensor张量\n",
    "X_train_tensor = torch.from_numpy(X_train).type(torch.Tensor)\n",
    "X_test_tensor = torch.from_numpy(X_test).type(torch.Tensor)\n",
    "y_train_tensor = torch.from_numpy(y_train).type(torch.Tensor).view(-1,1)\n",
    "y_test_tensor = torch.from_numpy(y_test).type(torch.Tensor).view(-1,1)\n",
    "\n",
    "print(X_train_tensor.shape, X_test_tensor.shape, y_train_tensor.shape, y_test_tensor.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dffc4c5c-5845-4f34-bd6b-203269a203c8",
   "metadata": {},
   "source": [
    "<font face= 'Comic Sans MS' size= 3 color= '#D8BFD8'>The view() function in PyTorch is used to reshape a tensor object. It’s equivalent to the reshape() function in NumPy and allows us to restructure our data to match the input shape that our LSTM model requires. Reshaping the data this way ensures that the LSTM model receives the data in the expected format. This is crucial for its ability to model the temporal dependencies in our time series data effectively.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7b7436c9-8d57-4a5f-92b0-07135b6a54c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dataset = TensorDataset(X_train_tensor, y_train_tensor)\n",
    "train_loader = DataLoader(train_dataset, batch_size=32, shuffle=True)\n",
    "test_dataset = TensorDataset(X_test_tensor, y_test_tensor)\n",
    "test_loader = DataLoader(test_dataset, batch_size=32, shuffle=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80b8a5c4-5c4e-42d3-9eb4-ec4882b6a7fe",
   "metadata": {},
   "source": [
    "# <font face= 'Comic Sans MS' size= 6 color= '#C2C4E2'>Constructing a time series model</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1f412f8-3a0a-4655-a5b9-77862ecf0728",
   "metadata": {},
   "source": [
    "<font face= 'Comic Sans MS' size= 3 color= '#D8BFD8'>GRU（Gated Recurrent Unit）是一种循环神经网络（RNN）的变体，用于处理和预测序列数据。与标准RNN相比，GRU能够更有效地捕捉长期依赖关系，并且在训练时更不容易出现梯度消失或梯度爆炸的问题。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6fc2d8cd-1e0c-4df3-ab1a-7c65ccb1e541",
   "metadata": {},
   "source": [
    "<font face= 'Comic Sans MS' size= 3 color= '#cca3cc'>Apply a multi-layer gated recurrent unit (GRU) RNN to an input sequence. For each element in the input sequence, each layer computes the following function:\n",
    "    \\begin{array}{ll}\n",
    "        r_t = \\sigma(W_{ir} x_t + b_{ir} + W_{hr} h_{(t-1)} + b_{hr}) \\\\\n",
    "        z_t = \\sigma(W_{iz} x_t + b_{iz} + W_{hz} h_{(t-1)} + b_{hz}) \\\\\n",
    "        n_t = \\tanh(W_{in} x_t + b_{in} + r_t \\odot (W_{hn} h_{(t-1)}+ b_{hn})) \\\\\n",
    "        h_t = (1 - z_t) \\odot n_t + z_t \\odot h_{(t-1)}\n",
    "    \\end{array}\n",
    "    \n",
    "<font face= 'Comic Sans MS' size= 3 color= '#cca3cc'>where $h_t$ is the hidden state at time $t$, $x_t$ is the input\n",
    "at time $t$, $h_{(t-1)}$ is the hidden state of the layer\n",
    "at time $t-1$ or the initial hidden state at time $0$, and $r_t$,\n",
    "$z_t$, $n_t$ are the reset, update, and new gates, respectively.\n",
    "$\\sigma$ is the sigmoid function, and $\\odot$ is the Hadamard product.</font>\n",
    "\n",
    "<font face= 'Comic Sans MS' size= 3 color= '#cca3cc'>In a multilayer GRU, the input $x^{(l)}_t$ of the $l$ -th layer\n",
    "($l \\ge 2$) is the hidden state $h^{(l-1)}_t$ of the previous layer multiplied by\n",
    "dropout $\\delta^{(l-1)}_t$ where each $\\delta^{(l-1)}_t$ is a Bernoulli random\n",
    "variable which is $0$ with probability $dropout$.</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aac70eb6-c2ab-4a6d-bb02-d4a69083bc2c",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#C2C4E2'>Model construction</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "bbb9d708-9b7f-41a8-8578-f1b302b2fa56",
   "metadata": {},
   "outputs": [],
   "source": [
    "class GRUNet(nn.Module):\n",
    "    def __init__(self, input_dim, hidden_dim, output_dim=1, num_layers=2):\n",
    "        # input_dim 是输入特征的维度，hidden_dim 是隐藏层神经单元维度或称为隐藏状态的大小，output_dim 是输出维度，\n",
    "        # num_layers 是网络层数，设置 num_layers=2 表示将两个 GRU 堆叠在一起形成一个堆叠 GRU，第二个 GRU 接收第一个 GRU 的输出并计算最终结果\n",
    "        super(GRUNet, self).__init__()\n",
    "        # 通过调用 super(GRUNet, self).__init__() 初始化父类 nn.Module\n",
    "        self.hidden_dim = hidden_dim\n",
    "        self.num_layers = num_layers\n",
    "        self.gru = nn.GRU(input_dim, hidden_dim, num_layers, batch_first=True)\n",
    "        # 定义 GRU 层，使用 batch_first=True 表示输入数据的形状是 [batch_size, seq_len(time_steps), input_dim]\n",
    "        self.fc = nn.Linear(hidden_dim, output_dim)\n",
    "        # 定义全连接层，将 GRU 的最后一个隐藏状态映射到输出维度 output_dim\n",
    "    def forward(self, x):\n",
    "        h0 = torch.zeros(self.num_layers, x.size(0), self.hidden_dim).to(x.device)\n",
    "        # 初始化h0为全零张量，h0代表隐藏状态(hidden state)的初始值，形状为 [num_layers * num_directions, batch, hidden_dim]\n",
    "        # 如果没有指定双向参数 bidirectional为 True，num_directions 默认为 1\n",
    "        out, _ = self.gru(x, h0)\n",
    "        # 将输入数据 x 和初始隐藏状态 h0 传递给 GRU层，得到输出 out(即所有时间步的输出)和最后一个时间步的隐藏状态 hn(这里用 _忽略)\n",
    "        out = self.fc(out[:, -1, :])\n",
    "        # GRU 的输出是一个三维张量，其形状是 [batch_size, seq_len(time_steps), hidden_dim]，\n",
    "        # 这里我们只取最后一个时间步的隐藏状态 out[:, -1, :] 并传递给全连接层。\n",
    "        return out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d559db1f-8fd5-430e-9812-d9a3b5c2d117",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = GRUNet(input_dim=1, # 输入数据的特征数量 X_train.shape[2]\n",
    "               hidden_dim=64,\n",
    "               output_dim=1,\n",
    "               num_layers=2) # 表示将两个 GRU 堆叠在一起形成一个堆叠 GRU\n",
    "criterion = torch.nn.MSELoss() # 定义均方误差损失函数\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=0.01) # 定义优化器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c3409851-e9d0-4d1e-b6d7-a864d82e0d13",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "==========================================================================================\n",
       "Layer (type:depth-idx)                   Output Shape              Param #\n",
       "==========================================================================================\n",
       "GRUNet                                   [32, 1]                   --\n",
       "├─GRU: 1-1                               [32, 60, 64]              37,824\n",
       "├─Linear: 1-2                            [32, 1]                   65\n",
       "==========================================================================================\n",
       "Total params: 37,889\n",
       "Trainable params: 37,889\n",
       "Non-trainable params: 0\n",
       "Total mult-adds (Units.MEGABYTES): 72.62\n",
       "==========================================================================================\n",
       "Input size (MB): 0.01\n",
       "Forward/backward pass size (MB): 0.98\n",
       "Params size (MB): 0.15\n",
       "Estimated Total Size (MB): 1.14\n",
       "=========================================================================================="
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary(model, (32, 60, 1)) # batch_size, seq_len(time_steps), input_dim"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a28d9375-f3f1-48d6-b7e4-d64fafea97b7",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#C2C4E2'>Model training</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "792019b3-bb6b-4efc-b01b-76b60b07f3cb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 1/20: 100%|██████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.54it/s, Train loss=0.0391]\n",
      "Epoch 2/20: 100%|██████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.60it/s, Train loss=0.0079]\n",
      "Epoch 3/20: 100%|██████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.59it/s, Train loss=0.0018]\n",
      "Epoch 4/20: 100%|██████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.57it/s, Train loss=0.0012]\n",
      "Epoch 5/20: 100%|██████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.66it/s, Train loss=0.0027]\n",
      "Epoch 6/20: 100%|██████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.58it/s, Train loss=0.0014]\n",
      "Epoch 7/20: 100%|██████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.63it/s, Train loss=0.0016]\n",
      "Epoch 8/20: 100%|██████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.74it/s, Train loss=0.0019]\n",
      "Epoch 9/20: 100%|██████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.58it/s, Train loss=0.0020]\n",
      "Epoch 10/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.58it/s, Train loss=0.0016]\n",
      "Epoch 11/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.58it/s, Train loss=0.0016]\n",
      "Epoch 12/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.42it/s, Train loss=0.0014]\n",
      "Epoch 13/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.55it/s, Train loss=0.0011]\n",
      "Epoch 14/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.58it/s, Train loss=0.0012]\n",
      "Epoch 15/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.58it/s, Train loss=0.0010]\n",
      "Epoch 16/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.45it/s, Train loss=0.0013]\n",
      "Epoch 17/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.44it/s, Train loss=0.0012]\n",
      "Epoch 18/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.58it/s, Train loss=0.0010]\n",
      "Epoch 19/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.44it/s, Train loss=0.0011]\n",
      "Epoch 20/20: 100%|█████████████████████████████████████████████████████████| 19/19 [00:01<00:00, 13.50it/s, Train loss=0.0021]\n"
     ]
    }
   ],
   "source": [
    "# 初始化列表来存储损失值\n",
    "train_losses = []\n",
    "test_losses = []\n",
    "\n",
    "# 训练循环\n",
    "num_epochs = 20  # 假设我们要训练 20个 epoch\n",
    "for epoch in range(num_epochs):\n",
    "    model.train()  # 初始化训练进程\n",
    "    train_loss = 0.0  # 初始化每个epoch的损失总和\n",
    "\n",
    "    pbar = tqdm(train_loader, desc=f\"Epoch {epoch+1}/{num_epochs}\")\n",
    "    for batch_idx, (data, target) in enumerate(pbar):\n",
    "        optimizer.zero_grad()  # 将优化器中所有参数的梯度归零\n",
    "        output = model(data)  # 每个批次的预测值\n",
    "        loss = criterion(output, target)  # 计算模型损失值(y_train_pred 与 y_train)\n",
    "        # 累加每个批次的损失\n",
    "        train_loss += loss.item() * data.size(0)\n",
    "        # 反向传播和优化\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "        # 更新进度条(显示当前批次的损失)\n",
    "        pbar.update()\n",
    "        pbar.set_postfix({'Train loss': f'{loss.item():.4f}'})\n",
    "\n",
    "    # 计算当前epoch的平均损失\n",
    "    average_loss = train_loss / len(train_loader.dataset)\n",
    "    train_losses.append(average_loss)\n",
    "\n",
    "    model.eval()  # 将模型设置为评估模式\n",
    "    with torch.no_grad():  # 不计算梯度以节省内存和计算资源\n",
    "        test_loss = 0.0\n",
    "        for data, target in test_loader:\n",
    "            output = model(data) # 每个批次的预测值\n",
    "            loss = criterion(output, target)\n",
    "            test_loss += loss.item() * data.size(0)\n",
    "\n",
    "        # 计算测试集的平均损失\n",
    "        test_loss = test_loss / len(test_loader.dataset)\n",
    "        test_losses.append(test_loss)      "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "564cede5-047f-4a8a-9c5d-5279dbb6a13b",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#b8a1cf'>可视化训练过程（Loss损失）</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1f2004c9-af18-4ff5-8cc4-93432dae3c7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制损失图\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(train_losses, label='Train Loss')\n",
    "plt.plot(test_losses, label='Test Loss')\n",
    "plt.title('Training and Test Loss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Loss')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87869817-7061-4078-9fcd-3a3f313adc05",
   "metadata": {},
   "source": [
    "# <font face= 'Comic Sans MS' size= 6 color= '#b89bd5'>Model evaluation</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6e9601e-4da8-4382-a0ca-d7535cf3af0f",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#b89bd5'>Evaluation indicators (MAE、RMSE、MAPE)</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d85414d-6293-49a7-8465-44539b309c07",
   "metadata": {},
   "source": [
    "<font face= 'Comic Sans MS' size= 3 color= 'red'>These metrics each evaluate different aspects of the model’s performance:\n",
    " - <font face= 'Comic Sans MS' size= 3 color= 'orange'>RMSE: This metric calculates the square root of the average squared differences between the predicted and actual values. It gives a higher penalty for large errors.\n",
    " - <font face= 'Comic Sans MS' size= 3 color= 'gold'>MAPE: This metric computes the mean of the absolute percentage difference between the actual and predicted values. It expresses the average absolute error in terms of percentage, which can be useful when you want to understand the relative prediction error."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "07eac8f9-0f1b-4c2b-9fd3-7df83cb2e1f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Evaluating: 100%|███████████████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 50.55it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE: 0.0272\n",
      "RMSE: 0.0350\n",
      "MAPE: 3.4872%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "def mean_absolute_percentage_error(y_true, y_pred):\n",
    "    y_true, y_pred = np.array(y_true), np.array(y_pred)\n",
    "    mask = y_true != 0\n",
    "    return np.mean(np.abs((y_true[mask] - y_pred[mask]) / y_true[mask])) * 100 if mask.any() else 0\n",
    "\n",
    "# 将模型设置为评估模式\n",
    "model.eval()\n",
    "y_pred_all = []\n",
    "y_true_all = []\n",
    "\n",
    "with torch.no_grad():\n",
    "    pbar = tqdm(test_loader, desc='Evaluating')\n",
    "    for data, target in pbar:\n",
    "        y_pred = model(data).detach().cpu().numpy()  # 确保张量在CPU上\n",
    "        y_true = target.detach().cpu().numpy()  # 确保张量在CPU上\n",
    "        y_pred_all.append(y_pred)\n",
    "        y_true_all.append(y_true)\n",
    "        pbar.update()\n",
    "\n",
    "# 合并所有批次的预测和真实值\n",
    "y_pred_all = np.concatenate(y_pred_all)\n",
    "y_true_all = np.concatenate(y_true_all)\n",
    "\n",
    "mae = np.mean(np.abs(y_pred_all - y_true_all))\n",
    "print(f\"MAE: {mae:.4f}\")\n",
    "\n",
    "rmse = np.sqrt(np.mean((y_pred_all - y_true_all) ** 2))\n",
    "print(f\"RMSE: {rmse:.4f}\")\n",
    "\n",
    "mape = mean_absolute_percentage_error(y_true_all, y_pred_all)\n",
    "print(f\"MAPE: {mape:.4f}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce9f6986-5455-461a-9c77-c177b83edccc",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#b89bd5'>Inverse normalisation (.math)</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b89bda16-a9ca-4d26-859d-e96752dcd40a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(605, 1) (605, 1) (90, 1) (90, 1)\n"
     ]
    }
   ],
   "source": [
    "# 反归一化预测结果\n",
    "train_pred = scaler.inverse_transform(model(X_train_tensor).detach().numpy())\n",
    "y_train = scaler.inverse_transform(y_train_tensor.detach().numpy())\n",
    "test_pred = scaler.inverse_transform(model(X_test_tensor).detach().numpy())\n",
    "y_test = scaler.inverse_transform(y_test_tensor.detach().numpy())\n",
    "\n",
    "print(train_pred.shape, y_train.shape, test_pred.shape, y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "353472b2-a845-469b-8bca-cd0b845ac243",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2021-04-23', '2021-04-26', '2021-04-27', '2021-04-28',\n",
       "               '2021-04-29', '2021-04-30', '2021-05-03', '2021-05-04',\n",
       "               '2021-05-05', '2021-05-06',\n",
       "               ...\n",
       "               '2024-04-10', '2024-04-11', '2024-04-12', '2024-04-15',\n",
       "               '2024-04-16', '2024-04-17', '2024-04-18', '2024-04-19',\n",
       "               '2024-04-22', '2024-04-23'],\n",
       "              dtype='datetime64[ns]', name='Date', length=755, freq=None)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AAPL['Close'].index"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21461f9c-2e48-4fd6-9cb5-2bcada09c7f1",
   "metadata": {},
   "source": [
    "## <font face= 'Comic Sans MS' size= 5 color= '#b89bd5'>Visualisation of results</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9686ab7-6a7b-4854-9e61-a6dda51b8c7f",
   "metadata": {},
   "source": [
    "计算训练预测与测试预测的绘图数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "fc6149eb-ae05-4da8-a9be-28e4f2e24a64",
   "metadata": {},
   "outputs": [],
   "source": [
    "# shift train predictions for plotting\n",
    "trainPredict = AAPL[window_size:X_train.shape[0]+X_train.shape[1]]\n",
    "trainPredictPlot = trainPredict.assign(TrainPrediction=train_pred)\n",
    "\n",
    "testPredict = AAPL[X_train.shape[0]+X_train.shape[1]:]\n",
    "testPredictPlot = testPredict.assign(TestPrediction=test_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ec7b0e4-f7db-4587-83e5-44ce1fe7c86c",
   "metadata": {},
   "source": [
    "绘制模型收盘价格的原始数据与预测数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "4fa553f0-d4aa-4cc3-ad3b-f8fd61d5a09b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the data\n",
    "plt.figure(figsize=(18,6))\n",
    "plt.title('GRU Close Price Validation')\n",
    "plt.plot(AAPL['Close'], color='blue', label='original')\n",
    "plt.plot(trainPredictPlot['TrainPrediction'], color='orange',label='Train Prediction')\n",
    "plt.plot(testPredictPlot['TestPrediction'], color='red', label='Test Prediction')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "82a44bfb-23ac-47ca-912f-10ee0d0373d9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 60, 1])\n"
     ]
    }
   ],
   "source": [
    "# 假设latest_closes是一个包含最新window_size个收盘价的列表或数组\n",
    "latest_closes = AAPL['Close'][-window_size:].values\n",
    "latest_closes = latest_closes.reshape(-1, 1)\n",
    "scaled_latest_closes = scaler.transform(latest_closes)\n",
    "tensor_latest_closes = torch.from_numpy(scaled_latest_closes).type(torch.Tensor).view(1, window_size, 1)\n",
    "print(tensor_latest_closes.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "95a9e3bd-fa5a-401f-b58a-b6f110db4502",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[166.44022]], dtype=float32)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 使用模型预测下一个时间点的收盘价\n",
    "next_close_pred = model(tensor_latest_closes)\n",
    "next_close_pred = scaler.inverse_transform(next_close_pred.detach().numpy())\n",
    "next_close_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "da9faee1-ca0d-4d9d-9878-b8d4c177d46a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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